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Paper Citation Record · LEDGER

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

As of 11 August 2026, this Paper Citation Record lists 100 of 116 outbound references and 100 inbound Pith citation observations for arXiv:2408.06292.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2408.06292 v3

Coverage vector

measured 100 of 116 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-11T04:42:31.555355Z

measured 200 of 200 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 100 of 392 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T00:52:22.900917Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

100 of 116 outbound references displayed

  • verified exact17
  • verified fuzzy70
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch10

External citation measurements

107
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 9d5e0500-7a76-4659-aafb-37123439b12b · outbound

This paper cites Meta-learning curiosity algorithms.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Meta-learning curiosity algorithms

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-11T04:42:32.203919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:500ac8db1b3a1cc5a8b8949608666d05e40b80df32a28202f844196cfd7e07cd

Observation c7543e09-b1d4-453c-b617-c3a17f346180 · outbound

This paper cites Artificial intelligence in scientific writing: a friend or a foe? Reproductive BioMedicine Online, 47 0 (1): 0 3--9.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Artificial intelligence in scientific writing: a friend or a foe? Reproductive BioMedicine Online, 47 0 (1): 0 3--9

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.688710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:19a0d813872b17e65877b23ed8ac2f436fe92ea9831887bbd29e72966300ad90

Observation 29e0b893-3f65-43bd-b174-6384df184cc2 · outbound

This paper cites Model card and evaluations for claude models.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Model card and evaluations for claude models

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.692224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:e435f35058198af350bbc13335348eafb9ec5b67fc50785ee8c95dd200f5a8f1

Observation 855a6770-5c51-48ab-86d5-71293112609a · outbound

This paper cites The claude 3 model family: Opus, sonnet, haiku.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery The claude 3 model family: Opus, sonnet, haiku

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.700771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:faf68aa376c4a08934f763c1d527eaba4dd8503f89f0f83754704e0cc3fe7325

Observation 9e174aa6-28e1-4b6d-a2bf-d07a35df366d · outbound

This paper cites Cloud labs: where robots do the research.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Cloud labs: where robots do the research

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.704568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:b06af09e5f29ae561b1f9eb21bed8ba2a4b71630ec5a3678302f684667025f88

Observation 61bf799d-02ac-49e6-aacb-0d27d643dafe · outbound

This paper cites ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models

Reference 6

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T04:42:31.860963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:b6a0ccda7303c4ba66f97cbef76a37aa0b602c4667485a6b05b29d65aa0e0be6

Observation 3e9975ed-b8da-4568-b025-e80e864f1098 · outbound

This paper cites Iclr2022-openreviewdata.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Iclr2022-openreviewdata

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.709788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:08f556597dfcfd1669cba333b5e518d5d3a9aa7af9f0b238ddfea43db11a118d

Observation 605463e7-8f7b-41e6-a700-4fe923fa1ad1 · outbound

This paper cites The neurips 2021 consistency experiment.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery The neurips 2021 consistency experiment

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.714017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:e0ba77dd919da4c7783988f9245e2a04b4cfb5f099077e7f747997d60e991636

Observation eca18b65-fb23-4e3b-8731-1b4aff4fdf80 · outbound

This paper cites Quality-diversity through ai feedback.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Quality-diversity through ai feedback

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.717018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:3074829d05e7ab71e156f9e30b060ebd312db8c283f97594e5087215825fca51

Observation c9b51bc8-f469-4b98-9653-a7aa5186be0c · outbound

This paper cites Minimal criterion coevolution: a new approach to open-ended search.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Minimal criterion coevolution: a new approach to open-ended search

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.720429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:779d38f8d64ac95c30b45bf8b5fc833ad518976e76a3b83f9418e01fb75932fc

Observation c06775af-8928-427f-a6b4-31e1d6927e18 · outbound

This paper cites an unresolved cited work.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-05-11T04:42:32.727381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:9b1f2762639b3290eab32cecaac00e42965343afb860554d9961edadec78e2ef

Observation 3f3f225d-ec6b-467a-b28b-09ce9497001e · outbound

This paper cites Dendral and meta-dendral: Their applications dimension.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Dendral and meta-dendral: Their applications dimension

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.739207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:fee2110fc025a90e22af8d9b7693efb7e787dc49576c83248d4603b7313aae5f

Observation 9880056b-2e0b-4087-855b-4d7f1ffaa961 · outbound

This paper cites Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision

Reference 13

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T04:42:32.154600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:b18317fc6ecd67cd163511699d987b334d25ec4e48ad66a80ab6bbd50f3106d5

Observation 7410169f-5f15-4a29-ad95-4f9a28569966 · outbound

This paper cites What is this thing called science? McGraw-Hill Education (UK).

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery What is this thing called science? McGraw-Hill Education (UK)

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.750268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:06ef2e9073007177143dc2991ca9087674aa4c4595f6433732c5ae4e3ce0cb0e

Observation 62173a1d-e3f7-4e46-9737-f504ca2b4db0 · outbound

This paper cites Evoprompting: Language models for code-level neural architecture search.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Evoprompting: Language models for code-level neural architecture search

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.761731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:6a74f7a8257f526fdad43c626cf981a49d12ac92e89e3877e56df9403038a1e0

Observation 856d7750-1c25-4246-aafb-f4ef4117f0a3 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Evaluating Large Language Models Trained on Code

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-05-11T04:42:31.806859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:35b17a194c728c9484024dad4324cea1d414a48b64f49880d6d2dff8178a1509

Observation 9d5e16bd-e238-4372-bca1-4d51b8cc9fd4 · outbound

This paper cites Symbolic discovery of optimization algorithms.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Symbolic discovery of optimization algorithms

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.778347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:bac548b9e4fae95c235515e5bdb764e44d54778abc0ddc1849e2b94603bc5b3f

Observation 3a7f9564-17b7-4b48-bb45-90d70b1cc918 · outbound

This paper cites AI-GAs: AI-generating algorithms, an alternate paradigm for producing general artificial intelligence.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery AI-GAs: AI-generating algorithms, an alternate paradigm for producing general artificial intelligence

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-11T04:42:31.985753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:994f5f51398506dfac61a028b62289948ced48909c902adb8c0e5121624344d7

Observation 5f6d9909-9120-4826-b8cf-959e5e2ca37e · outbound

This paper cites MARG: Multi-Agent Review Generation for Scientific Papers.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery MARG: Multi-Agent Review Generation for Scientific Papers

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-11T04:42:32.079542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:2c3cffd08f01795e76494bdb61a3083c5d1b9135d571f2149521a11df710eb27

Observation 3a6a0594-c0e3-4482-a8ad-460e653dc567 · outbound

This paper cites an unresolved cited work.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-05-11T04:42:32.795627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:014812254edc07d1daf11caadb967f21674dc695abd017101aab3d2fc74f61b8

Observation 566f4407-a4ca-44dd-a837-e147b73fab96 · outbound

This paper cites Quality diversity through human feedback: Towards open-ended diversity-driven optimization.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Quality diversity through human feedback: Towards open-ended diversity-driven optimization

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.805661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:5ad4edc3ce6ac1d92e0125ae25a7fed819ae254bd0f49ed4e00c820a3fae0c89

Observation b08b4f12-a26a-491d-a856-62af485a28f3 · outbound

This paper cites SymbolicAI: A framework for logic-based approaches combining generative models and solvers.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery SymbolicAI: A framework for logic-based approaches combining generative models and solvers

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-11T04:42:31.824142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:4d9d86ea459c84dd1f6301b8b6c9c7f96eb2bcd1fe22e46472239695fd289c5c

Observation b6cac868-64cb-42c4-a8cd-d8b2df1062b7 · outbound

This paper cites Art and the science of generative ai.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Art and the science of generative ai

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.814662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:d11a0b3ced8ad579dc848af5327ae6b6322fef6f351b3d749a8b0338fe03b9db

Observation 203b07dc-b80d-4f34-afca-bd82b31ae7c0 · outbound

This paper cites OMNI-EPIC: Open-endedness via Models of human Notions of Interestingness with Environments Programmed in Code.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery OMNI-EPIC: Open-endedness via Models of human Notions of Interestingness with Environments Programmed in Code

Reference 24

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T04:42:31.972346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:96f0315177443ea4188006d5d3d10664c1a46fa68ec7c6d0bfd3a6e43bcb8475

Observation 83f5d3ff-210d-4513-90f2-92e9c9c819a4 · outbound

This paper cites Integrating quantitative and qualitative discovery: the abacus system.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Integrating quantitative and qualitative discovery: the abacus system

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.826700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:6be7729089c16aa007a770270a06e993e0b7be7e2986cde802e3dcbbb64e2495

Observation 8ac6ec04-89e9-4a9d-afbf-39e4ef17b403 · outbound

This paper cites Discovering faster matrix multiplication algorithms with reinforcement learning.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Discovering faster matrix multiplication algorithms with reinforcement learning

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.844215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:02aa7dfd8a28dedcc70dd5912d5e10fe5335b9b0318947439a7f70e90c7528a2

Observation 3f4dcbbd-ce2d-4cec-8572-82c9e2a95613 · outbound

This paper cites Switch transformers: Scaling to trillion parameter models with simple and efficient sparsity.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Switch transformers: Scaling to trillion parameter models with simple and efficient sparsity

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.850707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:9a0ea487d4c6971e66e60e04509807b28c990fd4d583ce6760200970a6cc6b76

Observation 44cf1b50-4f47-4700-9084-111e0cb335ec · outbound

This paper cites Semantic scholar.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Semantic scholar

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.858620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:dbc99296a85365aa703f84899c81edbb73b4996d974fa8db7a5dd752ede8e15d

Observation baf54f5c-5b0d-4053-9b5e-dac39739737e · outbound

This paper cites aider.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery aider

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.873458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:98e774ed2df09007aa8d228d72bda8481f2ab1ed6b13a04f81a10759803a6695

Observation 3a3a2538-135c-47a9-8d1a-64075be21be2 · outbound

This paper cites Probabilistic machine learning and artificial intelligence.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Probabilistic machine learning and artificial intelligence

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.886386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:50286861959eb8f1d43eeccb771777517132da889a866c6cbca6b4229d5e817f

Observation b12697a4-3521-4168-9b62-7156d94b142a · outbound

This paper cites Ideas are dimes a dozen: Large language models for idea generation in innovation.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Ideas are dimes a dozen: Large language models for idea generation in innovation

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.898701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:f9996a6da8799f3f777f8a701e22fd45f3aec44314d7e9ceb962a6313776dd0b

Observation 30be5c22-52e1-47fd-b61c-306ca7813452 · outbound

This paper cites Understanding the difficulty of training deep feedforward neural networks.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Understanding the difficulty of training deep feedforward neural networks

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.912422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:5f7014704743215eae3e4390cd457bf822b9f1d7288075579ced8f5a52289ec5

Observation d5fc6f3a-5666-437b-a9df-27917c619dcc · outbound

This paper cites Generative adversarial nets.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Generative adversarial nets

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.942770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:7a4aea5d8baf861d06cee3f9f4f232fb74c3e287c7728def53e2acb1271249af

Observation 0b31ef6a-5fee-485f-b177-8669095d1bca · outbound

This paper cites Gemini: A family of highly capable multimodal models.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Gemini: A family of highly capable multimodal models

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.947996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 8e4896af-d056-4a72-83a1-9a93fd418b42 · outbound

This paper cites DiffiT: Diffusion Vision Transformers for Image Generation.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery DiffiT: Diffusion Vision Transformers for Image Generation

Reference 35

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verified exact
arxiv_id, observed 2026-05-11T04:42:31.789352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:00a2a989add8810fd6975a2a10e126b6882749c044f22a81c0ba816d4f8ee014

Observation 3770319d-a340-406a-b011-4118573ec485 · outbound

This paper cites Simulating 500 million years of evolution with a language model.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Simulating 500 million years of evolution with a language model

Reference 36

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:cbdd54c9de7a3972ea3c070f61e544a8d842e38fa177ef77c993360f5968d9ea

Observation 883e05cb-5236-4b34-b1bc-7cc5494dc2a9 · outbound

This paper cites Automl: A survey of the state-of-the-art.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Automl: A survey of the state-of-the-art

Reference 37

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verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.969139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:b7f92ecc58dc9a9b223ee12240d78331c28a1e74f5fdb5b4c1ee508a22a5accb

Observation bca306a2-23b8-4cb1-b52d-63032f51a99e · outbound

This paper cites Denoising diffusion probabilistic models.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Denoising diffusion probabilistic models

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.979995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:d85db16b668321628e023a3a3ae3a017ea0efd64d10307f507b2e905d81d70da

Observation 48d630bf-1bc4-40e2-a6b0-fac6e1748af1 · outbound

This paper cites Deep Paper Gestalt.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Deep Paper Gestalt

Reference 39

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verified exact
arxiv_id, observed 2026-05-11T04:42:31.893103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:bab4ea5ab70d84930ae0bff1c675e8239af300bea97f0ef77e561d288a0236be

Observation 702ce4aa-405e-440a-b661-a50572eb9cc8 · outbound

This paper cites Mlagentbench: Evaluating language agents on machine learning experimentation.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Mlagentbench: Evaluating language agents on machine learning experimentation

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.997653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:f5ac17e22d9ecf20d8af4b68d56a32793063bb91446bf8d0baf27de66c5ac668

Observation 38424778-8f52-4c22-af07-15e65ce12872 · outbound

This paper cites Automated machine learning: methods, systems, challenges.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Automated machine learning: methods, systems, challenges

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:33.003200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:0fffd50d356c80e5d526956aab26fb198df14927675c11fe44bb153a80262a44

Observation cc031af4-8e2d-4ae2-8516-db1cd59aad72 · outbound

This paper cites The hutter prize.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery The hutter prize

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:33.008512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:40a9c639fd5e66d244f007673877951860b3c48e8c2ed2e4e2cd99b7f36c0365

Observation 263b4757-b641-45be-b7b4-2c1e1b657b77 · outbound

This paper cites Autonomous LLM-driven research from data to human-verifiable research papers.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Autonomous LLM-driven research from data to human-verifiable research papers

Reference 43

Resolution
verified exact
arxiv_id, observed 2026-05-11T04:42:32.137371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:dd934bd1568b35da58d7a1ccc3287d026a96a7c2114b9cdd1e76ff7863f7f4de

Observation 5aeee04f-171d-4be4-8ac9-45091b0c5cbb · outbound

This paper cites The principles of science: A treatise on logic and scientific method.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery The principles of science: A treatise on logic and scientific method

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.223348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:432f8fded910ca9dd59c8051bdb483b80140bfa519267bf59eb2cd3852638d20

Observation 0f8afd6b-254a-4d18-9580-e3c088830993 · outbound

This paper cites Mixtral of Experts.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Mixtral of Experts

Reference 45

Resolution
verified exact
local_arxiv, observed 2026-05-11T04:42:32.171343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:0e0ef923b2b580ab9285ae3a50b09f112900f1ac6fc2cb9a30109f8791d4c746

Observation 95d0e3be-0907-4f92-b164-c1a31da74886 · outbound

This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery SWE-bench: Can Language Models Resolve Real-World GitHub Issues?

Reference 46

Resolution
metadata mismatch
local_arxiv, observed 2026-05-11T04:42:31.765350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:9ded1f9eb20d4512e1ae647036a48207d2140cc97732af582b3eea1880295409

Observation f632ce7f-e814-42cc-b76c-db98a38272d3 · outbound

This paper cites Highly accurate protein structure prediction with alphafold.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Highly accurate protein structure prediction with alphafold

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.229020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:1e46c7f23f4c83d9db1269bab188dc342d6add6797f0a934013e87f19fe87a3b

Observation 5232d787-041c-47d2-97e5-2fae4b36925d · outbound

This paper cites The unreasonable effectiveness of recurrent neural networks.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery The unreasonable effectiveness of recurrent neural networks

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.246523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:309e4a7d88896d2849c2522c5845e96d9e8429cc74410e98a7e86add21505760

Observation 92a138fa-6cff-4aa9-80dc-0dc55c284c3c · outbound

This paper cites NanoGPT.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery NanoGPT

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.251082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:39301f6b542cc6cf5c9dea247842934e010214a4a57afab1efbfce40a7901689

Observation 3ebd4565-7f1a-4f54-aac3-831b3de8dc68 · outbound

This paper cites A survey of research on cloud robotics and automation.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery A survey of research on cloud robotics and automation

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.271998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:0dc6c4b9add42bc43c02d52241d933295637a201e7d71fb1efc1bc8eca83d52f

Observation b6731dc0-1c84-48c8-89cd-9413996a52ab · outbound

This paper cites Kingma and Max Welling.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Kingma and Max Welling

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.283536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:780c87d13a0123986be8847428fb8b0a0fa7af1e8d3c8ffe755ca9f816e2c25c

Observation 3b9ccf9b-f5c1-46f3-a123-94040a43390a · outbound

This paper cites Improving Generalization in Meta Reinforcement Learning using Learned Objectives.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Improving Generalization in Meta Reinforcement Learning using Learned Objectives

Reference 52

Resolution
verified exact
arxiv_id, observed 2026-05-11T04:42:31.939786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:22e945af4b3f0cc1a2484ce5315f0504397b78c022603b5218dba508000d66f9

Observation 914373c9-0e84-4801-8935-3f729a2c26a2 · outbound

This paper cites Discovering attention-based genetic algorithms via meta-black-box optimization.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Discovering attention-based genetic algorithms via meta-black-box optimization

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.306828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:2bf6a7a98938fc6f44247f215e5a642c2f763cdaf6f83c8675bf986e506d3dd7

Observation 326010df-f7ae-4c45-873d-2cd96ecefaac · outbound

This paper cites Discovering evolution strategies via meta-black-box optimization.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Discovering evolution strategies via meta-black-box optimization

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.322682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:12677678d89d0bc030cfe10464884f1a6f4692f3e35f12982389aab9c5dc4236

Observation 56b55261-862a-40e4-b80d-e64adccb5c25 · outbound

This paper cites Large Language Models As Evolution Strategies.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Large Language Models As Evolution Strategies

Reference 55

Resolution
verified exact
arxiv_id, observed 2026-05-11T04:42:32.015754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:46638303ca9ef98d77b4b7d959496fc405e3c8a1fb86b7e7ac6410cd2fd636ea

Observation 552bd6c5-dd75-492e-a94e-5fa916e6fefb · outbound

This paper cites Scientific discovery: Computational explorations of the creative processes.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Scientific discovery: Computational explorations of the creative processes

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.341049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:4cb0e8454a0a594ff6d6ec63613cbeb3b8ab35a9128d672dde49c561cf72dfa1

Observation 9fd1a0cc-8784-43f9-beb7-3fede9e8db2b · outbound

This paper cites Integrated systems for computational scientific discovery.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Integrated systems for computational scientific discovery

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.359119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:74b9e6e6d2db43bddef1c55b912b901e2ff02ace07bfb9afbb6aa78cce93ca35

Observation 9cce1e5a-74f6-4bf7-80fa-020c7db926ab · outbound

This paper cites Exploiting open-endedness to solve problems through the search for novelty.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Exploiting open-endedness to solve problems through the search for novelty

Reference 58

Resolution
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raw_fallback, observed 2026-05-11T04:42:32.382357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:45c32f12ae75426b01b31f47c39044e70fad3db0a547cae19c9e457b97dd72e8

Observation d5440145-cc9e-4137-983e-6ea804777f8d · outbound

This paper cites The surprising creativity of digital evolution: A collection of anecdotes from the evolutionary computation and artificial life research communities.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery The surprising creativity of digital evolution: A collection of anecdotes from the evolutionary computation and artificial life research communities

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.388047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:d1561f0ec10715546e5ce65bb65b3941b95792213bed9df1ac0b815e940b1368

Observation cfad3312-356c-4e53-8891-6367b749aeba · outbound

This paper cites Evolution through Large Models.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Evolution through Large Models

Reference 60

Resolution
verified exact
arxiv_id, observed 2026-05-11T04:42:32.181556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:71d1601c89a2a8222234a222a657bf0eef95cc249f9b94289659b635994f76b4

Observation 280d551a-6baa-4747-b257-da14a3e5408b · outbound

This paper cites Evolution through large models.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Evolution through large models

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.392371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:527e062b09027c990b78e5e792a4c85d8e286c2aaf43ddceb1416573d1f4943d

Observation 075e5aa5-d37d-4c00-8705-9f2d01c6ae74 · outbound

This paper cites Automated theory formation in mathematics.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Automated theory formation in mathematics

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.405813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:f64d167ff2f633f5b76a9b60989a4a32d709580b41dba8fcdf1dc10c2b1ed216

Observation f719273d-9ed4-4646-8e8e-7b8b3825b97e · outbound

This paper cites Why am and eurisko appear to work.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Why am and eurisko appear to work

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.425656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:f65cb987413d60658acb78c814a100bf250a42e867bb93e39169999d083f3661

Observation 9aa21a49-713e-4026-b8d1-4cb0ad61c0e3 · outbound

This paper cites Can large language models provide useful feedback on research papers? a large-scale empirical analysis.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Can large language models provide useful feedback on research papers? a large-scale empirical analysis

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.430902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:1e2cfde6f3468f6b69debee2e2cd6177bdc237a24526862d945049eb2dbc266c

Observation a51eea84-d568-4069-be50-c49d5ad35ff7 · outbound

This paper cites Large Language Models as In-context AI Generators for Quality-Diversity.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Large Language Models as In-context AI Generators for Quality-Diversity

Reference 65

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T04:42:31.834032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:39237cd282b2199c92e77b18e294b2bacbc78344b5acfbc4ba73b93b1397d614

Observation a12906f4-35bd-4874-94b5-1ead77d4fbe3 · outbound

This paper cites The Llama 3 Herd of Models.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery The Llama 3 Herd of Models

Reference 66

Resolution
verified exact
local_arxiv, observed 2026-05-11T04:42:31.847843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:ab1a84a8a420c92c2e369aba17d623b76574257be3bb2e8c10d28110c8cf40e2

Observation 0059ecf2-6b6d-42b0-88a5-f0d44794bc29 · outbound

This paper cites Discovered policy optimisation.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Discovered policy optimisation

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.439362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:640ddeea95c31afae96afc1fc4aa6f09d3a77460e41eaa7c25ae851aab96645d

Observation 315307f8-2a52-4ac1-852f-630068906003 · outbound

This paper cites Discovering Preference Optimization Algorithms with and for Large Language Models.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Discovering Preference Optimization Algorithms with and for Large Language Models

Reference 68

Resolution
verified exact
arxiv_id, observed 2026-05-11T04:42:31.886607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:dc342d8c58de5bf0b4d2ea62a47b8c530ee8938324e41836beb5a52dd2541848

Observation e773f922-6bea-4b07-9f4a-5f707903bd0e · outbound

This paper cites an unresolved cited work.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Unresolved cited work

Reference 69

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unresolved
raw_fallback, observed 2026-05-11T04:42:32.445347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:6b7375c6ff49e3c593d2118d3a8deb2615d06fb93319cc8ef002a5705ea15263

Observation 7d069e0a-3a9b-4582-b94c-542660be9123 · outbound

This paper cites Intelligent Go-Explore: Standing on the Shoulders of Giant Foundation Models.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Intelligent Go-Explore: Standing on the Shoulders of Giant Foundation Models

Reference 70

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T04:42:31.916334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 8f8562af-9f63-4722-a702-56b40f4c481a · outbound

This paper cites Eureka: Human-Level Reward Design via Coding Large Language Models.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Eureka: Human-Level Reward Design via Coding Large Language Models

Reference 71

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:c06dc0af7191972b93a50d0eebfe407b9260ba27e4f2de19f2b03f8116620d7a

Observation 3e2ac46f-8927-4b48-ba62-8b4b75ef85a6 · outbound

This paper cites About the test data.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery About the test data

Reference 72

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:324f53d479800c3d789e8914c35f0c797f7cb80680ce0e02300e1aef05551618

Observation 7b6aaf79-58e1-4c04-a59a-225a6cc49d28 · outbound

This paper cites DiscoveryBench: Towards Data-Driven Discovery with Large Language Models.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery DiscoveryBench: Towards Data-Driven Discovery with Large Language Models

Reference 73

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T04:42:31.950956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:abed8b185dabe800c001b146d57ec58123d40b4f34e3ee1351aee16a09b2d9e9

Observation ae6379f9-06ac-446e-87d6-a96167966d67 · outbound

This paper cites grokking.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery grokking

Reference 74

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:282df6d8a732f9a5093a1b13a8574b35ee9ef4a436c877510f996e24f3e5552c

Observation 722e2250-24de-413e-9b92-3b10dae468a8 · outbound

This paper cites Scaling deep learning for materials discovery.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Scaling deep learning for materials discovery

Reference 75

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raw_fallback, observed 2026-05-11T04:42:32.461284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:ea43cc03cc8b3288efab2681c84c15f7e69f200e89744eb29d21ef3f33b1d689

Observation 678626fd-c7f9-49c5-ae3f-d3c7a4aef8b1 · outbound

This paper cites VeLO: Training Versatile Learned Optimizers by Scaling Up.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery VeLO: Training Versatile Learned Optimizers by Scaling Up

Reference 76

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T04:42:32.000374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:a7467e31e25db4196b07c21a171a31d654e3c2aad8fe462ae7c959c392c62ef1

Observation 5d7bfe27-d832-478c-9d6a-7d6e884440a3 · outbound

This paper cites A robust approach to numeric discovery.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery A robust approach to numeric discovery

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.489781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:b597568971b51e1464728ba19fa3625bfc32b7f8bcf3b09b6b3519f72410f129

Observation fd8d316d-3bcd-49c6-86c0-0f57974c95b2 · outbound

This paper cites In-context Learning and Induction Heads.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery In-context Learning and Induction Heads

Reference 78

Resolution
verified exact
local_arxiv, observed 2026-05-11T04:42:32.073067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:3b86e0e4c54ceb7df4283266ba28f9473a06b962c090503d2ef6e242b489acbf

Observation 87779381-3d50-4634-96f3-0778f1e433f9 · outbound

This paper cites Gpt-4 technical report.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Gpt-4 technical report

Reference 79

Resolution
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raw_fallback, observed 2026-05-11T04:42:32.497568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:61d091ba8a0ce40bc6732eede239af64a5f2eb5d5a4348c462e4f1fcf7ee5417

Observation 040258e4-21e5-454c-ae80-46f629810dd8 · outbound

This paper cites tiny-diffusion.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery tiny-diffusion

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.503348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:bd7841d622112a2ce8663600377cd6a0bd6b07e9c5383360775ad217e0ecedf5

Observation 7647cf79-e2ea-494d-85d0-82d7e6d133e1 · outbound

This paper cites Grokking: Generalization Beyond Overfitting on Small Algorithmic Datasets.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Grokking: Generalization Beyond Overfitting on Small Algorithmic Datasets

Reference 81

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:28:53.636933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:7d009282f13ccaeed8bc9b818f2e0821d079ee617e4b8753c8581f57ed5ba503

Observation b6f0baa7-854c-4d09-af4d-f2ef3690a733 · outbound

This paper cites Accelerating materials discovery using artificial intelligence, high performance computing and robotics.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Accelerating materials discovery using artificial intelligence, high performance computing and robotics

Reference 82

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:7fa6f1869b4b1aa3c55f4de8e5924b9fa313052cfc6363c493905cae414de582

Observation a549c7f3-e9dc-45c1-8cb0-b5eb598496f8 · outbound

This paper cites Mathematical discoveries from program search with large language models.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Mathematical discoveries from program search with large language models

Reference 83

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verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.517352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:f2fe19041e184afb660659469e3e1c182d18e1c77a71fa8195edf0a2d1d1fd39

Observation e06bd4fa-489c-478c-b291-86860ef98ed9 · outbound

This paper cites Toolformer: Language models can teach themselves to use tools.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Toolformer: Language models can teach themselves to use tools

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.523400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:a01439a2de631ba69f51ac018281ce336c41d3b33083bbc53ba49f7bf228ca5c

Observation 8dd2cdca-5a58-4770-b49a-bacbcf60b280 · outbound

This paper cites Curious model-building control systems.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Curious model-building control systems

Reference 85

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:f0bef9018e738b137529dfacc4684db5c78540af588f0245825a30b06341c24c

Observation dc210455-93e0-4111-a483-cfcc2c2f93a2 · outbound

This paper cites Artificial scientists & artists based on the formal theory of creativity.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Artificial scientists & artists based on the formal theory of creativity

Reference 86

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:3131c0b070ca191e534bdf1d2d243fdcc20fde0b02c12d5ad73ebc3cc9fad229

Observation 6e2f5378-3498-4cf9-a775-908570cd7486 · outbound

This paper cites Formal theory of creativity, fun, and intrinsic motivation (1990--2010).

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Formal theory of creativity, fun, and intrinsic motivation (1990--2010)

Reference 87

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:98b69119986a966d415938788f71a9095cc7c6469a9de9fc66e394abb3e19cc4

Observation 6340aa38-7ab4-4a46-bc26-59f48e8462b0 · outbound

This paper cites When creative machines overtake man.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery When creative machines overtake man

Reference 88

Resolution
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raw_fallback, observed 2026-05-11T04:42:32.549452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation d82bd09f-f25b-49be-b2a5-2f3da42697b5 · outbound

This paper cites Reflexion: Language agents with verbal reinforcement learning.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Reflexion: Language agents with verbal reinforcement learning

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.559528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:32f468fe525f55b486157eb86ca2517700e655cc0ddf51d211035fe246ef898d

Observation 2aea8349-bb52-4d64-9eb3-2bda90053007 · outbound

This paper cites grokking.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery grokking

Reference 90

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:328d4250ad1cc7d175b1d278210e7842a8ed188f1fb37d2bc2f18801f901e32a

Observation ce1a912b-375e-49b2-b131-78d67ca0f935 · outbound

This paper cites Deep unsupervised learning using nonequilibrium thermodynamics.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Deep unsupervised learning using nonequilibrium thermodynamics

Reference 91

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:fade44c7802df2fde688eb81a166e2e88c10cc7d7b5c9c96fa1c94a37198bfae

Observation 77f7fbf4-4df3-4400-aec0-6292fe5e5d23 · outbound

This paper cites Position: Leverage Foundational Models for Black-Box Optimization.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Position: Leverage Foundational Models for Black-Box Optimization

Reference 92

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T04:42:31.875076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 1f8e03fa-09a0-4bea-9803-7c6e6460e5b0 · outbound

This paper cites Towards robot scientists for autonomous scientific discovery.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Towards robot scientists for autonomous scientific discovery

Reference 93

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raw_fallback, observed 2026-05-11T04:42:32.580769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:7d113dfc3299ef3a97c530c7d70e3cccb1c9796b5ba4fa096ab17cecd974988b

Observation 26e8790c-e10d-4a3a-9a3c-dc6d92abfed8 · outbound

This paper cites Why open-endedness matters.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Why open-endedness matters

Reference 94

Resolution
verified fuzzy
raw_fallback, observed 2026-05-11T04:42:32.586113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:e7a8d19df2449126012e110d0f09ed93b66e822eb917b92f4e9041f9a268072f

Observation 4104c00e-a835-473f-8033-199c91cd6d33 · outbound

This paper cites Why greatness cannot be planned: The myth of the objective.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Why greatness cannot be planned: The myth of the objective

Reference 95

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:b53432f3c461d90741b194822ac386cdb16db4f5776d2e8cf12833c41d115a8d

Observation ea285c64-c9e7-49d1-97d2-bafae17c5bdc · outbound

This paper cites Open-endedness: The last grand challenge you’ve never heard of.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Open-endedness: The last grand challenge you’ve never heard of

Reference 96

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:b364908cafa4f73ca0f0c542ee19d1e005a7c7095855c064161263a9bf1fedaa

Observation 3aefcd1a-29a6-49fc-8b09-382076a84bdb · outbound

This paper cites An autonomous laboratory for the accelerated synthesis of novel materials.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery An autonomous laboratory for the accelerated synthesis of novel materials

Reference 97

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation fcae2d26-5173-4e53-8be9-c796405c4490 · outbound

This paper cites doi: 10.18653/v1/n19-1421.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery doi: 10.18653/v1/n19-1421

Reference 98

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doi, observed 2026-05-11T04:42:31.741394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:3dfe22f97d18102df36bfab55ca0ad597f88ba8744fc776ab5aed01f4ca2b895

Observation 9304dcda-eb81-42bf-9efd-ea3fcbf692e5 · outbound

This paper cites Attention is all you need.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Attention is all you need

Reference 99

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raw_fallback, observed 2026-05-11T04:42:32.612186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:d569a5484523a90b030eb73e437584bd7593c67d2a0a926a54026c6cc09380e7

Observation 79a033ed-39bb-4b4f-988f-69588798de17 · outbound

This paper cites Automating science.

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Automating science

Reference 100

Resolution
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raw_fallback, observed 2026-05-11T04:42:32.615767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T04:42:31.555355Z digest=sha256:8de67e05dfafe5f290bbdd79d5719cb9f76294520044764db7cc4497f2de14b8

Pith citing papers

Observation bf0878d1-08f5-408a-af23-71a568d75c9d · inbound

Beyond principlism: Practical strategies for ethical AI use in research practices cites this paper.

Beyond principlism: Practical strategies for ethical AI use in research practices The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 27

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local_arxiv, observed 2026-05-24T04:43:54.021286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation c933f7e0-e04a-4452-815f-6e58c210c221 · inbound

Automated Design of Agentic Systems cites this paper.

Automated Design of Agentic Systems The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 178

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local_arxiv, observed 2026-05-15T08:07:54.772389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-15T08:07:54.611771Z digest=sha256:ad62db55f8bddaef0cec62dbba49b73ab5b3c148e87c0e7511379c36aaef5469

Observation ea278c1a-9875-43a9-a81e-a2b420585144 · inbound

Human-LLM Compound System for Scientific Ideation through Facet Recombination and Novelty Evaluation cites this paper.

Human-LLM Compound System for Scientific Ideation through Facet Recombination and Novelty Evaluation The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 49

Resolution
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local_arxiv, observed 2026-05-23T20:58:26.540014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 1691990b-5154-40cf-b958-870f4e06a548 · inbound

Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks cites this paper.

Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 26

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verified exact
local_arxiv, observed 2026-05-16T18:49:38.712936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T18:49:38.626388Z digest=sha256:31ef3fe3222d8714e7ab0bb8798c7577696e66f00b426a966b8e09e088c0c1a2

Observation 171f8d23-b691-402a-994b-5d87cbca3bef · inbound

NADER: Neural Architecture Design via Multi-Agent Collaboration cites this paper.

NADER: Neural Architecture Design via Multi-Agent Collaboration The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-11T00:52:22.900917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:52:22.900917Z digest=sha256:00d84c27907c642f1f79c2d50c299e5441dcfe67960c6f1f6a22ddb20cebe953

Observation 25857e56-fddb-4d4d-a0cc-babc62d496e3 · inbound

Dolphin: Moving Towards Closed-loop Auto-research through Thinking, Practice, and Feedback cites this paper.

Dolphin: Moving Towards Closed-loop Auto-research through Thinking, Practice, and Feedback The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-10T21:48:57.083372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation ce66c897-27de-445c-812f-0d7a8c8902a9 · inbound

LLM4SR: A Survey on Large Language Models for Scientific Research cites this paper.

LLM4SR: A Survey on Large Language Models for Scientific Research The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 103

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Observation a3a13c9d-e8ba-4ab6-b784-b487e93e2325 · inbound

Automating Care by Self-maintainability for Full Laboratory Automation cites this paper.

Automating Care by Self-maintainability for Full Laboratory Automation The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 45

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source=pdf_text observed=2026-08-10T21:10:09.814157Z digest=sha256:a6cbfa2a87de91cdc5294473a83e5fc363c2c5f67432cb6d29140c4f76098715

Observation 40686bea-abd5-4662-84e8-6682aedb647a · inbound

Understanding the LLM-ification of CHI: Unpacking the Impact of LLMs at CHI through a Systematic Literature Review cites this paper.

Understanding the LLM-ification of CHI: Unpacking the Impact of LLMs at CHI through a Systematic Literature Review The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 113

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source=pdf_text observed=2026-08-10T17:06:55.479293Z digest=sha256:769ceed43ece5de87cd3d68a4efac9d9f6f3f7dcd3974880b18c1ea1ad63a65c

Observation 30d63d13-4907-4285-838e-eba0b04f435c · inbound

Dissertation Machine Learning in Materials Science -- A case study in Carbon Nanotube field effect transistors cites this paper.

Dissertation Machine Learning in Materials Science -- A case study in Carbon Nanotube field effect transistors The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 4

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source=pdf_text observed=2026-08-10T18:57:05.150193Z digest=sha256:caf0586e56720fa54e1da11a7dc63be6cd3fff417c62e6a3c1624cc4bb278d2a

Observation b3afcdab-6fb3-404f-a6c3-d4e9c37320ea · inbound

AlphaSharpe: LLM-Driven Discovery of Robust Risk-Adjusted Metrics cites this paper.

AlphaSharpe: LLM-Driven Discovery of Robust Risk-Adjusted Metrics The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 14

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source=arxiv_source observed=2026-08-10T15:51:36.475046Z digest=sha256:f329fa49cc5cdebd0876dccdf9b06faeb026314d6a970b1604a55e694f9d5188

Observation ddba9819-c563-4760-a637-702eb11dbde4 · inbound

The AI Agent Index cites this paper.

The AI Agent Index The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 46

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source=arxiv_source observed=2026-08-09T14:48:35.357519Z digest=sha256:e619607220d1a36e5ea4042895ee335f328898ee1946602de4ee3d206651e288

Observation 7332ca95-ba4c-463c-a141-d69f3449168d · inbound

How do Humans and Language Models Reason About Creativity? A Comparative Analysis cites this paper.

How do Humans and Language Models Reason About Creativity? A Comparative Analysis The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 13

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source=arxiv_source observed=2026-08-09T05:23:59.945555Z digest=sha256:365f03ee8557be3c54f0160974655a587e50ca7844b7009390ebbd11a530cf31

Observation 4c3ea46e-d4e2-4ac4-9a91-78905595df33 · inbound

Position: Scaling LLM Agents Requires Asymptotic Analysis with LLM Primitives cites this paper.

Position: Scaling LLM Agents Requires Asymptotic Analysis with LLM Primitives The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 51

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source=arxiv_source observed=2026-08-09T11:29:21.212047Z digest=sha256:0407cbff09624e3b6a095e6560268a1f0de91036ff1c9fb5908bdeddaf86657c

Observation c5daca04-0093-4ef0-8db2-3fd9f121d2cb · inbound

Automated Capability Discovery via Foundation Model Self-Exploration cites this paper.

Automated Capability Discovery via Foundation Model Self-Exploration The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 32

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source=pdf_text observed=2026-08-08T12:17:55.252354Z digest=sha256:3396fcb5eed7ed00ceea3b190430f201c0f8069d5ab00f3e7df75447d66b562a

Observation 0f7bb827-d778-4e24-9f7b-ce876cb42555 · inbound

Automatic Evaluation Metrics for Artificially Generated Scientific Research cites this paper.

Automatic Evaluation Metrics for Artificially Generated Scientific Research The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 27

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source=arxiv_source observed=2026-08-07T19:10:00.695462Z digest=sha256:53b5f513096dd85b62f99d63ba9a1b97143025441b8193c605cd0875e9ddd434

Observation f07ee9a4-4b8c-4665-bacb-0d59c7d98483 · inbound

XtraGPT: Context-Aware and Controllable Academic Paper Revision via Human-AI Collaboration cites this paper.

XtraGPT: Context-Aware and Controllable Academic Paper Revision via Human-AI Collaboration The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 24

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local_arxiv, observed 2026-05-22T14:44:55.136619Z

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Observation 5d73b9c5-58bf-4992-bf0c-5ac3cd293eaf · inbound

MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem cites this paper.

MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 47

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source=pdf_text observed=2026-08-07T15:42:42.844664Z digest=sha256:8e90eb69ad3d3778f8de6747c690082b199153d479c6657918d365f24ce52294

Observation 23160e88-81d8-421d-afb4-ab1e3aed9af6 · inbound

Exploring Flow-Lenia Universes with a Curiosity-driven AI Scientist: Discovering Diverse Ecosystem Dynamics cites this paper.

Exploring Flow-Lenia Universes with a Curiosity-driven AI Scientist: Discovering Diverse Ecosystem Dynamics The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 1988

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source=pdf_text observed=2026-08-07T15:12:34.827371Z digest=sha256:40bfbb968c24b98875b4675f40942c9a965c6245ebd331b345461a777bc37615

Observation 668404c2-9ee6-4b23-be71-fe90951fd4f7 · inbound

InternAgent: When Agent Becomes the Scientist -- Building Closed-Loop System from Hypothesis to Verification cites this paper.

InternAgent: When Agent Becomes the Scientist -- Building Closed-Loop System from Hypothesis to Verification The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 20

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source=arxiv_source observed=2026-08-07T14:56:34.060240Z digest=sha256:086880f77573b7b98b96b0e6af1748d531a6c716745f8b21faa8ec8c15e7e7a5

Observation 3642e7f3-8bd7-4580-8b8d-d1abe3edce3d · inbound

X-MAS: Towards Building Multi-Agent Systems with Heterogeneous LLMs cites this paper.

X-MAS: Towards Building Multi-Agent Systems with Heterogeneous LLMs The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 13

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source=pdf_text observed=2026-08-07T14:56:14.585687Z digest=sha256:5b4beb6230d3c6c5071331fdf3e10bb2269ee817c3fbf77fdab58e404b1a923f

Observation 62bd0b92-6d7e-4daa-b372-7e9b269ae79d · inbound

EarthSE: A Benchmark for Evaluating Earth Scientific Exploration Capability of LLMs cites this paper.

EarthSE: A Benchmark for Evaluating Earth Scientific Exploration Capability of LLMs The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 26

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source=pdf_text observed=2026-08-07T15:10:20.840356Z digest=sha256:7b512455ff6af92da1cca4e18c9364bf3a09fbe341a457751e2963b4b1c31546

Observation 0913bfcd-5527-4056-921c-763140c1f2b2 · inbound

Are Large Language Models Reliable AI Scientists? Assessing Reverse-Engineering of Black-Box Systems cites this paper.

Are Large Language Models Reliable AI Scientists? Assessing Reverse-Engineering of Black-Box Systems The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 44

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source=pdf_text observed=2026-08-07T14:40:35.395340Z digest=sha256:2fd0ddc961edab6f58eeadd2a2ad6de2cd3ebe40cfc45b51d98051d39567e4cd

Observation 6d3c8753-99d2-41e7-8bc3-4f1b2c1791c2 · inbound

AI-Researcher: Autonomous Scientific Innovation cites this paper.

AI-Researcher: Autonomous Scientific Innovation The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 12

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Observation b472329d-4be8-4d61-a2c7-0ebd1b39b035 · inbound

Position: Collaborative Agentic AI Needs Interoperability Across Ecosystems cites this paper.

Position: Collaborative Agentic AI Needs Interoperability Across Ecosystems The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 41

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source=pdf_text observed=2026-08-07T14:20:50.641044Z digest=sha256:681ce3f32304e7293c58ef559de0cb7d9bc26d90261dafe626cd6db02b1803da

Observation e2a6e4ae-9e10-4d3e-940b-ea432e6a5909 · inbound

Automated Modeling Method for Pathloss Model Discovery cites this paper.

Automated Modeling Method for Pathloss Model Discovery The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 6

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source=pdf_text observed=2026-05-19T13:15:30.397890Z digest=sha256:5fac7bff47f803f47871a802c069d2c94575e3f3ed2cd63f6ab9371b622de42c

Observation f47706b6-1c74-48e2-a437-087a929eff91 · inbound

From Connectivity to Autonomy: The Dawn of Self-Evolving Communication Systems cites this paper.

From Connectivity to Autonomy: The Dawn of Self-Evolving Communication Systems The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 14

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source=pdf_text observed=2026-08-07T12:42:30.113094Z digest=sha256:08a23d997a70fcd14f3f8e9e78d1b0e0a63097e5975cc886356cbc682bca8a38

Observation e969886d-d106-4a66-a43d-0c0e5c7797a3 · inbound

EXP-Bench: Can AI Conduct AI Research Experiments? cites this paper.

EXP-Bench: Can AI Conduct AI Research Experiments? The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 61

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source=pdf_text observed=2026-08-07T12:20:45.611846Z digest=sha256:e0b670aad561151ba4549b4484c70573a0066c6b8283563ff3c85a38879c433e

Observation fe59b0df-1003-4619-bb2e-5994d0365be5 · inbound

PhySense: Principle-Based Physics Reasoning Benchmarking for Large Language Models cites this paper.

PhySense: Principle-Based Physics Reasoning Benchmarking for Large Language Models The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 3

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source=pdf_text observed=2026-08-07T12:22:22.541012Z digest=sha256:f19a6e79f0e898e261a00b2794cd24252313bac8b4aa0a79259ae20329109873

Observation 2c1e4a31-56d0-4603-a789-7efdf5865715 · inbound

Predicting Empirical AI Research Outcomes with Language Models cites this paper.

Predicting Empirical AI Research Outcomes with Language Models The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 9

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source=pdf_text observed=2026-08-07T12:05:56.133782Z digest=sha256:47b8d794471257cafd11745e205698f8a25aab07b0db0a837056f099e605ae38

Observation 235aaf50-4cd0-46de-b0e1-be7201172ac7 · inbound

AI Scientists Fail Without Strong Implementation Capability cites this paper.

AI Scientists Fail Without Strong Implementation Capability The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 27

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source=pdf_text observed=2026-08-07T11:49:03.993632Z digest=sha256:0014692694ec508d833f3b2d04b3ff51d4a58b358e0379a0a4ba299075873c1e

Observation c6dece2b-bd3f-4b82-bdd7-3441f5b1fe2a · inbound

Beyond Static Responses: Multi-Agent LLM Systems as a New Paradigm for Social Science Research cites this paper.

Beyond Static Responses: Multi-Agent LLM Systems as a New Paradigm for Social Science Research The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 26

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source=pdf_text observed=2026-07-11T11:50:26.030339Z digest=sha256:b9ba1f4a77e16c9bf37f317d1aac6b847197fbc3aee1aeb2c580219c94917c9d

Observation a4e769a8-6c90-4942-a2d7-c1465b9a23dd · inbound

ThinkTank: A Framework for Generalizing Domain-Specific AI Agent Systems into Universal Collaborative Intelligence Platforms cites this paper.

ThinkTank: A Framework for Generalizing Domain-Specific AI Agent Systems into Universal Collaborative Intelligence Platforms The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 11

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source=pdf_text observed=2026-08-07T11:15:37.368668Z digest=sha256:21347c353d7a4011961204940dc5069cb3becc6eb65705fe2939d842030467e2

Observation 7dc15e18-99c7-487e-83f5-4e95c2bdc6a8 · inbound

AgentMisalignment: Measuring the Propensity for Misaligned Behaviour in LLM-Based Agents cites this paper.

AgentMisalignment: Measuring the Propensity for Misaligned Behaviour in LLM-Based Agents The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 25

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source=arxiv_source observed=2026-08-07T10:54:57.984967Z digest=sha256:957b0fffe66e9a6751d698a2d9a7bdc7bac4de4d24f14ea089367bc6bb198dda

Observation b43ef41f-fa84-4658-9ea7-de02a61f1389 · inbound

Truly Self-Improving Agents Require Intrinsic Metacognitive Learning cites this paper.

Truly Self-Improving Agents Require Intrinsic Metacognitive Learning The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 49

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source=arxiv_source observed=2026-08-07T10:28:20.727797Z digest=sha256:64b7c9e8201f806767e5c12e47772e53f3eaa868af84bd404d43f61cafa6e0a1

Observation 4027d86a-f514-4706-b2de-b50874a88d88 · inbound

An Agentic Framework for Autonomous Metamaterial Modeling and Inverse Design cites this paper.

An Agentic Framework for Autonomous Metamaterial Modeling and Inverse Design The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 31

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source=arxiv_source observed=2026-08-07T05:51:44.450132Z digest=sha256:3eddb3352c98e71ee3be75996a57fe33b610df0b8acd773409ab15bc55ebefe3

Observation 2bea6591-c579-4e73-aca2-8cb4f19054c0 · inbound

Extending Epistemic Uncertainty Beyond Parameters Would Assist in Designing Reliable LLMs cites this paper.

Extending Epistemic Uncertainty Beyond Parameters Would Assist in Designing Reliable LLMs The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 21

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source=pdf_text observed=2026-08-07T05:41:36.371825Z digest=sha256:6be26e3e2750e27bdbef056d27bec4743cd0f804355474c114ae20c7c096659d

Observation 96efb155-49f2-45eb-b17b-228c768d2f09 · inbound

Position: The ML Community Must Build an AI-Augmented Peer-Review Ecosystem cites this paper.

Position: The ML Community Must Build an AI-Augmented Peer-Review Ecosystem The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 29

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source=arxiv_source observed=2026-08-07T05:22:49.556083Z digest=sha256:9d9484f1cf17614efb760d241b79b9a1383cc291d8146aea7a0041673bd399cc

Observation c483d273-b8a5-4e48-872c-209d0de3809b · inbound

No Stupid Questions: An Analysis of Question Query Generation for Citation Recommendation cites this paper.

No Stupid Questions: An Analysis of Question Query Generation for Citation Recommendation The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 9

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source=arxiv_source observed=2026-08-07T05:20:02.906659Z digest=sha256:3a6adf150a65f6889f802bf4317b0cdd8ecbd80279af03cb28f7232b8435cd7b

Observation a36cb465-3dda-483c-ac72-4557951fb09c · inbound

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research cites this paper.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 24

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source=pdf_text observed=2026-08-07T00:55:16.732719Z digest=sha256:15b78d917b51445f3440c1a015945ae2475842a92c785a28fb62dabb7b9f3c72

Observation cb26941d-8c7a-4b10-b990-6a43010b8163 · inbound

Levels of Autonomy for AI Agents cites this paper.

Levels of Autonomy for AI Agents The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 25

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source=pdf_text observed=2026-08-07T00:52:41.851504Z digest=sha256:140c43caff7f5b772204187301c86bc97733bcdab0a472160c4b29f6da066d82

Observation e048c135-78f7-430e-8b2a-5fb51ce1a9ba · inbound

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications cites this paper.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 159

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source=pdf_text observed=2026-08-07T00:48:21.780295Z digest=sha256:b033c037d749fe4fff52093ab495c59642b1eae1f95465fb97686411a0e90fb5

Observation b9d89b2e-a901-4352-a3b6-3616ec7ec840 · inbound

A Vision for Geo-Temporal Deep Research Systems: Towards Comprehensive, Transparent, and Reproducible Geo-Temporal Information Synthesis cites this paper.

A Vision for Geo-Temporal Deep Research Systems: Towards Comprehensive, Transparent, and Reproducible Geo-Temporal Information Synthesis The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 32

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source=pdf_text observed=2026-08-07T00:22:20.234779Z digest=sha256:3e1a845f854f2cbd7fb0f888abac2c206ad50508e08266b7f2ad6d717cf1c701

Observation c37630d6-0b0c-4854-8dcb-0d1d781615e9 · inbound

SimuPanel: A Novel Immersive Multi-Agent System to Simulate Interactive Expert Panel Discussion cites this paper.

SimuPanel: A Novel Immersive Multi-Agent System to Simulate Interactive Expert Panel Discussion The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 2024

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source=pdf_text observed=2026-08-06T23:48:47.508416Z digest=sha256:9f4cffb7909dd50cb7208d8abf554db63842244898b32f24f29315acd8ff6c86

Observation 5a6827df-00b3-4d63-8d64-cfee29e13d6e · inbound

Deep Research Agents: A Systematic Examination And Roadmap cites this paper.

Deep Research Agents: A Systematic Examination And Roadmap The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 63

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source=pdf_text observed=2026-08-06T23:26:56.744099Z digest=sha256:6ba45f50b38943d5ca4af30ef467bae2ec36ee48d163902174689b68182b7e10

Observation ca1a8748-0fc3-42bb-9a42-c4e62c28477e · inbound

Position: Intelligent Science Laboratory Requires the Integration of Cognitive and Embodied AI cites this paper.

Position: Intelligent Science Laboratory Requires the Integration of Cognitive and Embodied AI The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 64

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source=pdf_text observed=2026-08-06T23:09:41.830173Z digest=sha256:c4a008848c4c70b11731270ecd934bd92b7388240ee0d8a9eea46ef56e4a3ab7

Observation 80e5480a-d942-4a84-b4da-0e154b53ff9c · inbound

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas cites this paper.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 12

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source=arxiv_source observed=2026-08-06T22:46:32.410987Z digest=sha256:a1844f376d0240d5ba13019560a0c39d2a21a37b8dfc18a71b66ba13166b7eb7

Observation 516c3709-b5a3-45aa-b98c-f11a97afac99 · inbound

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization cites this paper.

GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 12

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source=arxiv_source observed=2026-08-06T22:45:00.574318Z digest=sha256:9fd10ffd2659d36f13a9bf26fb8d8fcafb3a9bfb384c50fe597d5d97a09c28d7

Observation 7f2ad8aa-4729-4e9e-97f4-fefa50d5b18e · inbound

Optimising Language Models for Downstream Tasks: A Post-Training Perspective cites this paper.

Optimising Language Models for Downstream Tasks: A Post-Training Perspective The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 143

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source=pdf_text observed=2026-08-06T22:44:44.272497Z digest=sha256:5f63efb0d6efee79f02acac3b3613ca7fa008dc7b483207885e812e85f8dac02

Observation 67a73a58-a02a-4d0f-a8ae-d39e83eb2f05 · inbound

THE-Tree: Can Tracing Historical Evolution Enhance Scientific Verification and Reasoning? cites this paper.

THE-Tree: Can Tracing Historical Evolution Enhance Scientific Verification and Reasoning? The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 24

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source=pdf_text observed=2026-08-06T22:24:48.350440Z digest=sha256:f32b1306022e5a90b2575ebe33a3abafc47623f14b73a1c854838bfd310f0439

Observation 2cb374bc-bd6d-4fce-80bf-76d0e7a0e43e · inbound

RExBench: Can coding agents autonomously implement AI research extensions? cites this paper.

RExBench: Can coding agents autonomously implement AI research extensions? The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 32

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local_arxiv, observed 2026-05-19T07:37:08.868050Z

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source=pdf_text observed=2026-05-19T07:33:39.675929Z digest=sha256:9ccc18d2ccbc23d291cc75ab98e376f69a7bcfead337f6a500fcc217cb9f8f8b

Observation d9623c77-c8ad-4c63-bc4a-9a60a6d8eb74 · inbound

URSA: The Universal Research and Scientific Agent cites this paper.

URSA: The Universal Research and Scientific Agent The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 9

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local_arxiv, observed 2026-05-19T07:22:09.448707Z

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source=pdf_text observed=2026-05-19T07:17:43.033909Z digest=sha256:8f033d42b38c0217c517fb6a393b7b0d094ed2410000b0ea745842e588b03c61

Observation 99dcab51-337f-4039-a08b-b6ee04692565 · inbound

Large Language Model Powered Intelligent Urban Agents: Concepts, Capabilities, and Applications cites this paper.

Large Language Model Powered Intelligent Urban Agents: Concepts, Capabilities, and Applications The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 109

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source=pdf_text observed=2026-08-06T21:07:10.964741Z digest=sha256:845739780f691fea9821c916aaf2566c128e0a69584bc0ce3e66ee6f87f3d411

Observation 7bded4d3-60f7-4259-9edb-70c9f530e4ea · inbound

SciGA: A Comprehensive Dataset for Designing Graphical Abstracts in Academic Papers cites this paper.

SciGA: A Comprehensive Dataset for Designing Graphical Abstracts in Academic Papers The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 29

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local_arxiv, observed 2026-05-19T06:02:07.361234Z

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source=pdf_text observed=2026-05-19T05:59:59.221804Z digest=sha256:111470d6eaa269746c2ce0ffdeb21693f8f247a000771dea4df875be15f8f95e

Observation b825facc-945f-414d-81b3-1d078978c243 · inbound

High-Order Deep Meta-Learning with Category-Theoretic Interpretation cites this paper.

High-Order Deep Meta-Learning with Category-Theoretic Interpretation The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 34

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source=arxiv_source observed=2026-08-06T20:32:41.251658Z digest=sha256:54803997f33ecf59f4a92e43ddeda0bdc8c930a722a0d5abf6af33883e2c7d11

Observation 7535cc5a-7deb-4862-bc73-cd19e94dfb14 · inbound

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers cites this paper.

Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 22

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source=arxiv_source observed=2026-08-06T20:28:57.218120Z digest=sha256:0d86d531f66ebbd5652c734aa80fd6230e7f9f2e1a22f2d1df3e201ebe598031

Observation d9a624f7-56e0-494b-91fe-ef3410796c00 · inbound

AblationBench: Evaluating Automated Planning of Ablations in Empirical AI Research cites this paper.

AblationBench: Evaluating Automated Planning of Ablations in Empirical AI Research The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 5

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source=pdf_text observed=2026-08-06T19:00:08.567767Z digest=sha256:ec2abf86ec1284ab638516f3294a3bf099cca3e5abbae4f6e6349beca575d0eb

Observation c19f1439-300d-4d56-af61-104030f1506a · inbound

To Trade or Not to Trade: An Agentic Approach to Estimating Market Risk Improves Trading Decisions cites this paper.

To Trade or Not to Trade: An Agentic Approach to Estimating Market Risk Improves Trading Decisions The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 60

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source=pdf_text observed=2026-08-06T18:22:15.951201Z digest=sha256:db0ea9d697bd98239947d6ad2a94bee64c13b0470b870592f4fc47fff7b4e53e

Observation fb9a4c5e-cf59-40f6-bc7c-0002a36e2ff3 · inbound

DeepResearch$^{\text{Eco}}$: A Recursive Agentic Workflow for Complex Scientific Question Answering in Ecology cites this paper.

DeepResearch$^{\text{Eco}}$: A Recursive Agentic Workflow for Complex Scientific Question Answering in Ecology The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 15

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source=pdf_text observed=2026-08-06T17:34:31.292653Z digest=sha256:2891a861b2444f759c0f5173514acd42f5f6864a36aec7b2c8dd8f53c0a7150e

Observation 597c24c7-9379-48a6-9454-19f1d00c4b4a · inbound

Evolving Roles of LLMs in Scientific Innovation: Assistant, Collaborator, Scientist, and Evaluator cites this paper.

Evolving Roles of LLMs in Scientific Innovation: Assistant, Collaborator, Scientist, and Evaluator The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 110

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local_arxiv, observed 2026-05-19T05:17:06.237473Z

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source=pdf_text observed=2026-05-19T05:15:49.513101Z digest=sha256:055024622d34a9246955a37e20c27cd143d13ede2ee09b5ce4af33d8ae415ea2

Observation 25cdec61-3801-45a5-a4a7-23e2d8b87f94 · inbound

AbGen: Evaluating Large Language Models in Ablation Study Design and Evaluation for Scientific Research cites this paper.

AbGen: Evaluating Large Language Models in Ablation Study Design and Evaluation for Scientific Research The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 25

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source=arxiv_source observed=2026-08-06T16:30:31.049248Z digest=sha256:71af6c134358dc6cf61c0177eb9067a8e569cfc01b92c01583a57147823706b6

Observation e78b0adb-f9ae-450c-97b2-b0080c378a66 · inbound

IDRBench: Understanding the Capability of Large Language Models on Interdisciplinary Research cites this paper.

IDRBench: Understanding the Capability of Large Language Models on Interdisciplinary Research The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 25

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local_arxiv, observed 2026-05-19T03:52:01.596566Z

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source=pdf_text observed=2026-05-19T03:48:44.217655Z digest=sha256:c35d876ffe6dc40f5c0d0ddcc32dd040ae570ea2b8dd6c43c3ad38c128795bbe

Observation 2b4ee279-8aa7-41f4-988c-b272d38fe247 · inbound

Deep Researcher with Test-Time Diffusion cites this paper.

Deep Researcher with Test-Time Diffusion The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 25

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source=arxiv_source observed=2026-08-06T15:24:21.575814Z digest=sha256:ed3eb589483e9f9839cedb723eaca44f1b22810f20431a573e1c6c8f78f42c5c

Observation ce1deac7-696a-45ae-9b08-9978742298ec · inbound

HypoChainer: A Collaborative System Combining LLMs and Knowledge Graphs for Hypothesis-Driven Scientific Discovery cites this paper.

HypoChainer: A Collaborative System Combining LLMs and Knowledge Graphs for Hypothesis-Driven Scientific Discovery The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 40

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source=pdf_text observed=2026-08-06T15:00:11.790219Z digest=sha256:391ed88eca7df4ebda1fb9495ea80c4b5de0fc56b4013a4cd90f13540f87cd60

Observation efe7226e-5667-4d9d-8331-0b2a44911616 · inbound

Countering Privacy Nihilism cites this paper.

Countering Privacy Nihilism The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 337

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source=pdf_text observed=2026-08-06T14:41:50.668796Z digest=sha256:2453c16730453b83d11d5c734ad9bb49ecaf740cf4e2dd7ada8c3b2f93ee1b2f

Observation b5c76279-d783-4232-a3f6-e6e1bc2271c0 · inbound

GenoMAS: A Multi-Agent Framework for Scientific Discovery via Code-Driven Gene Expression Analysis cites this paper.

GenoMAS: A Multi-Agent Framework for Scientific Discovery via Code-Driven Gene Expression Analysis The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 72

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local_arxiv, observed 2026-05-22T00:40:51.402330Z

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source=pdf_text observed=2026-05-22T00:37:11.945418Z digest=sha256:8e45b53a992a8ec83752e7935be9415c3dcc58735057604a5d18fc50839dae15

Observation 51527181-da25-4aff-a12a-678c0932dc05 · inbound

Evaluation and Benchmarking of LLM Agents: A Survey cites this paper.

Evaluation and Benchmarking of LLM Agents: A Survey The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 72

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source=pdf_text observed=2026-08-06T12:44:21.693952Z digest=sha256:aa004520d73597f749259d4f968c8de304fef002fcb4279375da12927699a0b7

Observation 247eadcb-9e39-44a6-a5f4-9bb58ab2af35 · inbound

How Far Are AI Scientists from Changing the World? cites this paper.

How Far Are AI Scientists from Changing the World? The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 110

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source=arxiv_source observed=2026-08-06T10:55:14.892538Z digest=sha256:b67233001f346a29ad89af2f90dddb2206f62db90f59597e6f9fcee60714c65e

Observation 8db25bc2-1b3f-4ef0-a844-091701a52326 · inbound

AMD-Mamba: A Phenotype-Aware Multi-Modal Framework for Robust AMD Prognosis cites this paper.

AMD-Mamba: A Phenotype-Aware Multi-Modal Framework for Robust AMD Prognosis The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 40

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source=pdf_text observed=2026-08-06T04:49:30.350375Z digest=sha256:2bd48bbc241e0aa00bd50bfaaae26a7c95620c8c57a74c82b6d0d014e2b2ff54

Observation ec468965-532d-4a7c-ac3c-1d1fa2d68ace · inbound

An Auditable Agent Platform For Automated Molecular Optimisation cites this paper.

An Auditable Agent Platform For Automated Molecular Optimisation The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 25

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source=arxiv_source observed=2026-08-06T04:32:28.201310Z digest=sha256:660c2e65eb478e3eb8e458d274dce0381f59649a32e6829f4cf2ec842641bb85

Observation 3f8804b7-66f3-4715-990b-ca0766f132b2 · inbound

A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems cites this paper.

A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 54

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local_arxiv, observed 2026-05-15T23:21:42.528953Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T23:21:42.029285Z digest=sha256:50eb125a11e494132676bd0ab16192f013e4f1f617800a1858ea5f5d00fe3003

Observation 67f2a9b8-8253-44fa-b45f-643506f422a4 · inbound

InternBootcamp Technical Report: Boosting LLM Reasoning with Verifiable Task Scaling cites this paper.

InternBootcamp Technical Report: Boosting LLM Reasoning with Verifiable Task Scaling The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 29

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local_arxiv, observed 2026-05-21T22:34:23.949012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-21T22:33:09.674822Z digest=sha256:5904ef6efde0dd482134ea5eb0da5b045dcd9d03e13064b5c3ddbbf43124b48b

Observation 6b05f104-ab04-4370-aff9-a5e5aa59f0fa · inbound

A Multi-Layered Framework for Modeling Human Biology: From Basic AI Agents to a Full-Body AI Agent cites this paper.

A Multi-Layered Framework for Modeling Human Biology: From Basic AI Agents to a Full-Body AI Agent The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 51

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source=pdf_text observed=2026-08-05T15:32:37.363198Z digest=sha256:3c2fc08029617a6991eb67df1c1588045ffea3b9a0f43e42efacebcc1bb3df9b

Observation fd729b41-3141-4ad2-b916-fba21cbac505 · inbound

Charting the Future of Scholarly Knowledge with AI: A Community Perspective cites this paper.

Charting the Future of Scholarly Knowledge with AI: A Community Perspective The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 78

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source=pdf_text observed=2026-08-05T15:32:34.153123Z digest=sha256:f9e05c164ad9a2879309275270f63861b71a404ce745a763478b1090880c1473

Observation 0ae5dae6-8191-4dd4-ab04-557bfd9d6c73 · inbound

An AI system to help scientists write expert-level empirical software cites this paper.

An AI system to help scientists write expert-level empirical software The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 74

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local_arxiv, observed 2026-05-21T22:44:24.314025Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-21T22:43:38.306922Z digest=sha256:4c1999ee1834d4663bf2cc2365139975712d6841afc15a17c15e491041831d97

Observation 4bd8df0c-6d9e-440a-ab89-d1e5f65f80f0 · inbound

An AI system to help scientists write expert-level empirical software cites this paper.

An AI system to help scientists write expert-level empirical software The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 74

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local_arxiv, observed 2026-05-22T13:24:53.392647Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T13:21:45.164070Z digest=sha256:726d37fa4d248787c982cc4906a9d9a91c781cb5f39ac320860c7d8a6fbdb363

Observation b8868243-6c96-4329-8e8c-d99af47f835b · inbound

Safe and Certifiable AI Systems: Concepts, Challenges, and Lessons Learned cites this paper.

Safe and Certifiable AI Systems: Concepts, Challenges, and Lessons Learned The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 30

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source=pdf_text observed=2026-08-04T22:55:28.501114Z digest=sha256:b8de9d9ba5b85d849d47e9aa0cedb44743533bd2b76469aa3bd494a10673e457

Observation d70f8ac4-3565-4e14-8db3-a0e4e894815b · inbound

We Need a New Ethics for a World of AI Agents cites this paper.

We Need a New Ethics for a World of AI Agents The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 3

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source=pdf_text observed=2026-08-04T18:01:02.535444Z digest=sha256:9bd014ff12441861631c020d6d07a7d8cd0ed3fc308579157b889a44c77e0b50

Observation 4c6a95d5-321c-40df-9765-81b90ca49fc5 · inbound

Dark Patterns Meet GUI Agents: LLM Agent Susceptibility to Manipulative Interfaces and the Role of Human Oversight cites this paper.

Dark Patterns Meet GUI Agents: LLM Agent Susceptibility to Manipulative Interfaces and the Role of Human Oversight The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 47

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source=pdf_text observed=2026-08-04T17:40:08.318841Z digest=sha256:2c5f74e2bf6c3bb791a51f1e356e8e0044ba883693925d49eda1f6900d3b5408

Observation e00c4281-fe52-44f3-b24a-1297f1da6bd1 · inbound

Evalet: Evaluating Large Language Models through Functional Fragmentation cites this paper.

Evalet: Evaluating Large Language Models through Functional Fragmentation The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 54

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local_arxiv, observed 2026-05-18T17:01:39.994459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-18T16:57:25.259866Z digest=sha256:9828d7b451996ba1039f688e598587031fa2a4a3a0e16c1b00040cd33e7e3fb7

Observation 6e39cd07-b892-4757-8503-0ad23abb63aa · inbound

ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution cites this paper.

ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 237

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local_arxiv, observed 2026-05-16T13:58:59.029210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-16T13:58:58.627748Z digest=sha256:e0fc85b0f00601c1c52153b3a7d6dcc514e0744793b278e1c2418828da5b5a90

Observation 1f8e1a78-c68f-4e95-adc5-ac257f4defc3 · inbound

Video models are zero-shot learners and reasoners cites this paper.

Video models are zero-shot learners and reasoners The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 5

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verified exact
local_arxiv, observed 2026-05-14T02:16:45.758015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-14T02:16:45.554252Z digest=sha256:b349436024fba66eae10678c4d2f124489e533a833ac6cd9b444f71d05f7ddc5

Observation 3a28a9f6-49e8-4b1c-ada3-0388c2fe6c88 · inbound

CORRECT: COndensed eRror RECognition via knowledge Transfer in multi-agent systems cites this paper.

CORRECT: COndensed eRror RECognition via knowledge Transfer in multi-agent systems The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 21

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no resolver link, observed 2026-08-04T14:42:34.358587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T14:42:34.358587Z digest=sha256:8f148cbe2818ea12a84ffeee9647b8f49ab7eecbc55e1a8b773600da9d029e82

Observation d681ce61-d0bf-41b7-83c0-71f27e37b8ba · inbound

Agentic Exploration of Physics Models cites this paper.

Agentic Exploration of Physics Models The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 21

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no resolver link, observed 2026-08-04T13:51:30.732098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T13:51:30.732098Z digest=sha256:2707a52999da375c39af3a62478ff79e86cbd016d386bfdeb0d8a75be93a53b4

Observation 51584d39-c618-43b1-b458-bd69d37eb7bf · inbound

Fusing Multi- and Hyperspectral Satellite Data for Harmful Algal Bloom Monitoring with Self-Supervised and Hierarchical Deep Learning cites this paper.

Fusing Multi- and Hyperspectral Satellite Data for Harmful Algal Bloom Monitoring with Self-Supervised and Hierarchical Deep Learning The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 63

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no resolver link, observed 2026-08-04T12:43:47.050041Z

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source=pdf_text observed=2026-08-04T12:43:47.050041Z digest=sha256:a9430a55e12c5beb7b0e542e1815156405d237bcfd43c651641adedc2fb08f01

Observation cb89af9f-d196-4706-801a-72e7637dc7f1 · inbound

Aligning Perception, Reasoning, Modeling and Interaction: A Survey on Physical AI cites this paper.

Aligning Perception, Reasoning, Modeling and Interaction: A Survey on Physical AI The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 139

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verified exact
local_arxiv, observed 2026-05-18T10:01:14.061530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-18T09:56:36.716680Z digest=sha256:8f5bd616a3eec5b946a6b80c5f70ec0d4eee55fd10f76b59733a727d8ff49546

Observation f3f8f146-ee34-4ed8-8803-d2bd88169cf7 · inbound

Artificially intelligent agents in the social and behavioral sciences: A history and outlook cites this paper.

Artificially intelligent agents in the social and behavioral sciences: A history and outlook The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 124

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unresolved
no resolver link, observed 2026-08-04T11:19:14.725683Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T11:19:14.725683Z digest=sha256:1496afd3bdd77def348112ad235d545b0f8a4a137629391b78f4abcfe351d24e

Observation d0b64145-7d1e-4bf3-8baf-5cde49eef4ac · inbound

Scheming Ability in LLM-to-LLM Strategic Interactions cites this paper.

Scheming Ability in LLM-to-LLM Strategic Interactions The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 37

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verified exact
local_arxiv, observed 2026-05-18T07:51:03.820021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-18T07:50:30.597108Z digest=sha256:b18130d42fdcef85c5c6043e5a006e57e8b32b91e2607f344084d5008cd972d7

Observation 00e6a69d-4cc3-4e14-8e4d-a4afe559b3c8 · inbound

BadScientist: Can a Research Agent Write Convincing but Unsound Papers that Fool LLM Reviewers? cites this paper.

BadScientist: Can a Research Agent Write Convincing but Unsound Papers that Fool LLM Reviewers? The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 23

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no resolver link, observed 2026-08-04T08:59:48.594308Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T08:59:48.594308Z digest=sha256:700ad6b44c2c3cc1a6cb2e22a6b617c7221934ca8e5e876a517e1a85b23cf5ee

Observation 048ad665-0a70-41c7-af1d-7e081b086bbc · inbound

Co-Designing Quantum Codes with Transversal Diagonal Gates via Multi-Agent Systems cites this paper.

Co-Designing Quantum Codes with Transversal Diagonal Gates via Multi-Agent Systems The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 2

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verified exact
local_arxiv, observed 2026-05-18T04:30:52.970122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-18T04:28:48.400311Z digest=sha256:b240f7dbaaeb1590f04feb2e5fff1a8b97a2d5aa9c6d5ad668a95fd701ac5e1c

Observation 57548d18-02f9-4b0b-9cf7-c3d859cc5bd8 · inbound

Kosmos: An AI Scientist for Autonomous Discovery cites this paper.

Kosmos: An AI Scientist for Autonomous Discovery The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 2

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verified exact
local_arxiv, observed 2026-05-22T08:40:54.815408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T08:40:54.721707Z digest=sha256:cdcab3b4e8cab61ed8657a6471bf62b065e03cc1741142b66517830bda0d01fd

Observation 7686cd6c-4547-4cd4-8040-4c31feedeffc · inbound

Structural Enforcement of Statistical Rigor in AI-Driven Discovery: A Functional Architecture cites this paper.

Structural Enforcement of Statistical Rigor in AI-Driven Discovery: A Functional Architecture The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 1

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no resolver link, observed 2026-08-03T23:17:28.535736Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T23:17:28.535736Z digest=sha256:83a83c0155d1b816dc8eb14d0decefca6a0a60ac4024eb0a9991f264e659f34e

Observation 5c117e5e-1c5d-41fc-aad5-3ccb0dd1a339 · inbound

CodeDistiller: Automatically Generating Code Libraries for Scientific Coding Agents cites this paper.

CodeDistiller: Automatically Generating Code Libraries for Scientific Coding Agents The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 14

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verified exact
local_arxiv, observed 2026-05-21T18:15:27.954725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-21T18:15:13.924995Z digest=sha256:333d14566a14c444783ff5b88608234d29e332b1452dcb2568e591bac8378096

Observation 7b9f7de3-6a9c-4a70-ac48-dff289b770c5 · inbound

ATHENA: Agentic Team for Hierarchical Evolutionary Numerical Algorithms cites this paper.

ATHENA: Agentic Team for Hierarchical Evolutionary Numerical Algorithms The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 3

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local_arxiv, observed 2026-05-17T01:58:51.656872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-17T01:55:52.535545Z digest=sha256:78b3dd34102eb8444d50e027110e171b0e524cfe55751186db8e81158af7f4c8

Observation 4c4cf820-547b-43d2-8ce9-b581298bf45f · inbound

ATHENA: Agentic Team for Hierarchical Evolutionary Numerical Algorithms cites this paper.

ATHENA: Agentic Team for Hierarchical Evolutionary Numerical Algorithms The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 3

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no resolver link, observed 2026-08-03T18:51:30.792827Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:51:30.792827Z digest=sha256:30a2f4a22861778f5b036f736ce1b52c9825c670fade1100f80229750f3b03fe

Observation f359b6e5-c1bc-40d4-8744-6bce86cf0304 · inbound

Internal Deployment in the AI Act cites this paper.

Internal Deployment in the AI Act The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 19

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metadata mismatch
local_arxiv, observed 2026-05-21T17:54:18.528118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-21T17:51:47.841707Z digest=sha256:02fac426a11a83e62da0c69482a5cf5d7a002a0bf54e4fe0b5aa10a9846da2e4

Observation 1d7b7c2d-8c0d-4cef-8978-bd32e01d230e · inbound

WisPaper: Your AI Scholar Search Engine cites this paper.

WisPaper: Your AI Scholar Search Engine The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 14

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verified exact
local_arxiv, observed 2026-05-17T00:48:46.012629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-17T00:45:31.726233Z digest=sha256:14b109563e8a6c05cf270f6dec5dbd01c72c4e93dbf1b692a7559f82f41f20da

Observation 8552fc1e-2b6f-4b62-9152-a5335dcedae6 · inbound

VASP Agent: An Agentic Framework for Autonomous First-principles Calculations cites this paper.

VASP Agent: An Agentic Framework for Autonomous First-principles Calculations The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 25

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no resolver link, observed 2026-08-03T14:45:42.570857Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T14:45:42.570857Z digest=sha256:418f2fee81c7a660d9f1824fc146e6f9fad8d2d2a66da8a95fd2fb7c93fb5151

Observation c73fca67-f325-4dc5-b0ce-617bf16f9726 · inbound

SciFig: Towards Automating Editable Figure Generation for Scientific Papers cites this paper.

SciFig: Towards Automating Editable Figure Generation for Scientific Papers The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 25

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no resolver link, observed 2026-08-03T12:07:40.572473Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T12:07:40.572473Z digest=sha256:ad13f5d7dcc5b33083b13cd8bdeb5ac1343742e560556b55b6157fb39ca51511

Observation 651d74e8-9cbf-463a-83cf-ce5807ce259f · inbound

Toward Efficient Agents: Memory, Tool learning, and Planning cites this paper.

Toward Efficient Agents: Memory, Tool learning, and Planning The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 75

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unresolved
no resolver link, observed 2026-08-03T09:21:38.808252Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:21:38.808252Z digest=sha256:ce290fc0609648994603f65b98e510da2e3223eeb4ec115994322b006f09cede