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Paper Citation Record · LEDGER

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery

As of 12 August 2026, this Paper Citation Record lists 100 of 180 outbound references and 5 inbound Pith citation observations for arXiv:2605.23204.

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

pith.paper-citation-record.v1
2605.23204 v1

Coverage vector

measured 100 of 180 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-25T04:46:43.679185Z

measured 105 of 105 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T07:06:12.362452Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-03T14:08:22.394936Z

Reference resolution

100 of 180 outbound references displayed

  • verified exact38
  • verified fuzzy57
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bdcf7739-95bd-45a2-9fa0-a8685d642a18 · outbound

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

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery LLM4SR: A Survey on Large Language Models for Scientific Research

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:21.624064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:06e1b60d9a31eb4ad6d8ce7f80541488b7d8ad2fc9cb0f27466cea61006f7a76

Observation 0a972c99-a53b-43b4-982a-d10841071604 · outbound

This paper cites Highly accurate protein structure pre- diction with alphafold.nature, 596(7873):583–589.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Highly accurate protein structure pre- diction with alphafold.nature, 596(7873):583–589

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.753784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:f30d9ee6e53cd828a774aefc509590f6aff7ee70aa20e9ad51586c1fc22a640d

Observation 1737c47e-a596-4219-91ef-26b5e773be46 · outbound

This paper cites Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:21.574603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:fb92409eb58da4738da4045ee2eb8031bc5f2338e4952fbddbcfa7b6ee2dbbe6

Observation 52359dc9-3598-4937-8fd2-8f07903924e2 · outbound

This paper cites From ai for science to agentic science: A survey on autonomous scientific discovery.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery From ai for science to agentic science: A survey on autonomous scientific discovery

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:21.567818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:2e74f576c9d3378d39c51079d3249bef30e59f878d82c7e5ed63f8c3341530a4

Observation 079ba082-73ed-4237-92de-d3c388b86f95 · outbound

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

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Evolving Roles of LLMs in Scientific Innovation: Assistant, Collaborator, Scientist, and Evaluator

Reference 5

Resolution
verified exact
local_arxiv, observed 2026-05-25T04:50:21.603294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:fbe82bb14437f24ce2d720c663bcdeb5a2dc1241faa3ce9eda14c66790eadef0

Observation c5a88bac-34e5-45ac-9f2e-e0c208424a7c · outbound

This paper cites From automation to autonomy: A survey on large language models in scientific discovery.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery From automation to autonomy: A survey on large language models in scientific discovery

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.588430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:64a7b12be6f92cdee0fc699c3beda992f825bd1050a777096e48af23588c637d

Observation caecc280-8716-4394-8e91-ecc9ff771bec · outbound

This paper cites Ai for science: Opportunities, challenges, and future directions.Authorea Preprints.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Ai for science: Opportunities, challenges, and future directions.Authorea Preprints

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.893411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:4c66c3ac2f2165f9f30a1be3b6b9beb67bbaa7e002dece50690def400bf6fe34

Observation fb43ca11-fbb1-42cd-8171-4e3c71cc1f57 · outbound

This paper cites A process-centric survey of ai for scientific discovery through the exhyte framework.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery A process-centric survey of ai for scientific discovery through the exhyte framework

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.858110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:bc630bcef4bdbfc39c9520ed9c58116b26297962f0eb33e1aeacbdfda362842a

Observation 915ce701-7904-409e-a627-923962a0fed7 · outbound

This paper cites The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-05-25T04:50:21.548484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:70d5ae383adde5bd45a61cc8adcb49b37f723c268661aeeaca6c1efd8c2ef989

Observation f62fec52-af04-4e97-b6a2-01f1a7fcc429 · outbound

This paper cites The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-05-25T04:50:21.528011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:23ee086b4a902b6462ec845030a6bb6b1e92aee96afbc134c95f9beb59af47b5

Observation c69edb3a-abc2-462a-9394-8d023d6e8985 · outbound

This paper cites Curie: Toward Rigorous and Automated Scientific Experimentation with AI Agents.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Curie: Toward Rigorous and Automated Scientific Experimentation with AI Agents

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:21.636509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:953badd3867128d2fc0de0be05555948742401488b7805858d22a085cf3f4d38

Observation 509b079b-e52d-47dc-9c41-143216bda3d7 · outbound

This paper cites Piflow: Principle-aware scientific discovery with multi-agent col- laboration.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Piflow: Principle-aware scientific discovery with multi-agent col- laboration

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:21.562010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:2bed86e33e3f6d8d3930babe3b1963b78de758ee86eb7a9c6e12d39c0ded05ed

Observation 123b3f9e-8adc-41fc-a183-1cff2e9fdc76 · outbound

This paper cites Large language models for automated scholarly paper review: A survey.Information Fusion, 124:103332.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Large language models for automated scholarly paper review: A survey.Information Fusion, 124:103332

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.853629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:efd0442ade73f5509a047c3de76fd2de7d4dd8477737dfff6806d062fa165194

Observation c343cb5b-aeca-4859-8c61-6275a2010705 · outbound

This paper cites A Vision for Auto Research with LLM Agents.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery A Vision for Auto Research with LLM Agents

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:21.542369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:3354ce04a753fb3515e24027a242ae07860ec6350e75a51f85094f60611b0aa0

Observation b30f06f8-a32d-4780-983f-e0cb4dad5a3a · outbound

This paper cites LitLLM: A Toolkit for Scientific Literature Review.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery LitLLM: A Toolkit for Scientific Literature Review

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:21.521821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:62e62b9f00793e8ccaec94024c1cf7c6d6e9ae080af619e52f0aef12c21810dd

Observation db5e2928-4a39-45b7-a904-62008dcbe74a · outbound

This paper cites Openscholar.https://github.com/AkariAsai/OpenScholar.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Openscholar.https://github.com/AkariAsai/OpenScholar

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.583260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:2d476a87ed2016ea497e3c8e31288cb194c3910e0faacb6a7df944a8ddfec478

Observation 234a736f-996f-43e6-af5c-bf7efc0f7aad · outbound

This paper cites Language agents achieve superhuman synthesis of scientific knowledge.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Language agents achieve superhuman synthesis of scientific knowledge

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:21.555003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:d745fba07f0cf03012fd0b0827c34ef3f2581579801b227c73902bd568df16fa

Observation 82afd193-0697-46e1-85f7-a7414d0cb133 · outbound

This paper cites Paperqa2.https://github.com/Future-House/paper-qa.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Paperqa2.https://github.com/Future-House/paper-qa

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.923062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:0d7f764d89731898cf38a8c16b622bcacb9e3cde554e07691d3862494e3a3619

Observation 39e8d122-51bb-4b3c-894e-c89faf6396c4 · outbound

This paper cites Openhands: An open platform for ai software developers as generalist agents.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Openhands: An open platform for ai software developers as generalist agents

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.662996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:0098e444815c01b295cbb2fc311de40fb348c44d8bf07ba8dea0ddf6c79cb736

Observation 710256f5-4ad1-4037-9836-a41a6f5bb040 · outbound

This paper cites Aider.https://github.com/Aider-AI/aider.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Aider.https://github.com/Aider-AI/aider

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.489484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:3555da05908394f5f9d5cd69d69d12c520cbd1c667800c2be8fa68d90f5a0b45

Observation f13ae30e-a1cd-4f82-a2f9-8c85c0d97919 · outbound

This paper cites Swe-agent.https://github.com/SWE-agent/SWE-agent.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Swe-agent.https://github.com/SWE-agent/SWE-agent

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.850339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:c60b888d8c651fb4f6600e4d0a3c2210b90bd533bcaeab64a915b0af09d616a7

Observation 78bf2c45-4de3-4fc4-adb9-82ff65b972a9 · outbound

This paper cites Agent laboratory.https://github.com/SamuelSchmidgall/ AgentLaboratory.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Agent laboratory.https://github.com/SamuelSchmidgall/ AgentLaboratory

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.678121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:7f4833f15d9c0a4a2961e47f50eeb64d4fa8285fde4282230d83b4ecac3d4bf6

Observation 11ae32bb-f6c3-41b0-aee9-ce149d0f002a · outbound

This paper cites Ai-researcher.https://github.com/HKUDS/AI-Researcher.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Ai-researcher.https://github.com/HKUDS/AI-Researcher

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.812721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:40d567e0e21d0a9c4a20e93c781e3aae2f551b830d283353e7d3f168c0b8587f

Observation 3a51ca34-67ca-4c57-8a01-fc251975ec88 · outbound

This paper cites Auto-claude-code-research-in-sleep (aris).https://github.com/wanshuiyin/ Auto-claude-code-research-in-sleep.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Auto-claude-code-research-in-sleep (aris).https://github.com/wanshuiyin/ Auto-claude-code-research-in-sleep

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.933141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:de98931259e08b652dcf1a50976740b20bab66800f70b05130be7cd3b089f381

Observation 9a9bd52c-0d5b-4a84-a2a3-4f4a80e09fc1 · outbound

This paper cites Nanoresearch.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Nanoresearch

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.681565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:5e0d6252d0604a5fb8131f73adf3396cc12288b7578fc9c23e91971528a75e5e

Observation 61cd5faf-f695-4519-a937-772ed3a1b6dc · outbound

This paper cites Airs-bench: a suite of tasks for frontier ai research science agents.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Airs-bench: a suite of tasks for frontier ai research science agents

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:21.535434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:831396695e68a05e68cedbba06bbef4daef8c5044c84b232427fd16d8a080c02

Observation 3d31b126-e3a3-473a-8a3b-f5fb6b4cfc6e · outbound

This paper cites When AI Co-Scientists Fail: SPOT-a Benchmark for Automated Verification of Scientific Research.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery When AI Co-Scientists Fail: SPOT-a Benchmark for Automated Verification of Scientific Research

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:21.657844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:227fac5755e9f596619a4989bdcad60d292b87053945523764750bfc14ee25d9

Observation 172943df-0331-481e-b85a-f73a214a03be · outbound

This paper cites Controla: Agentic workflow control mechanisms for reliable science.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Controla: Agentic workflow control mechanisms for reliable science

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.829709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:caa54a0be2f3c221a671dda6c1aa80ba21bf113e151f3280fcf4748583e7f45a

Observation 28cd51b1-fd79-475a-808a-9948a9c62d9f · outbound

This paper cites How Far Are AI Scientists from Changing the World?.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery How Far Are AI Scientists from Changing the World?

Reference 29

Resolution
metadata mismatch
arxiv_id, observed 2026-05-25T04:50:21.581817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:c237c1dfff31c7b156b5c20dacc4ac819c2ee1183cb332dcb886ac9b979929a3

Observation 31d1b4d1-60ea-4917-bb92-7e66670a5d90 · outbound

This paper cites A survey of ai scientists.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery A survey of ai scientists

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:21.588893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:5ce262f95d2d6da6912f6779e6aefac5257ccb89d526316e7ee2b959f9a2c8b6

Observation acaf9142-355b-46a0-b943-a79e0cc8b24b · outbound

This paper cites AI4Research: A Survey of Artificial Intelligence for Scientific Research.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery AI4Research: A Survey of Artificial Intelligence for Scientific Research

Reference 31

Resolution
metadata mismatch
arxiv_id, observed 2026-05-25T04:50:21.616419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:d1d9b1ca45317022f162070aad043df3826effa314b93ba7a256f9dfe51eaa81

Observation 9168e43b-432d-4f59-af21-05e7d539c7d3 · outbound

This paper cites Routledge.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Routledge

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.764053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:d33bc1ea02460a7271ce15133526111ab8105b0bf76a49b67ba9a066aa809dc4

Observation 5a5da121-f424-4fa3-a826-85d84f3286bc · outbound

This paper cites University of Chicago press Chicago.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery University of Chicago press Chicago

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.630511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:9d07e91ee30059494f55df3f1d3e0a07abb866e964572cf20617922f26ecb85b

Observation bd9f38d0-3eed-4716-ba4c-bc23d1377c2e · outbound

This paper cites University of Chicago press.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery University of Chicago press

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.759986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:a3a4edee37af11327fc03e8704b715a75bfd3db31994b237984565011276b610

Observation cd04111d-eae4-42ca-be1e-7e5043f58d0d · outbound

This paper cites Peer review of gpt-4 technical report and systems card.PLOS digital health, 3(1):e0000417.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Peer review of gpt-4 technical report and systems card.PLOS digital health, 3(1):e0000417

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.880698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:e55c1ebc6d853ce5ea9d0351294cb2e171558b4bf16188b53cbb4ced3988169b

Observation 3174cc43-526f-4fce-b2f3-62cd2b362500 · outbound

This paper cites Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.667229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:ebe99b90554494e078912bc37254e334080a2595fca0ea38ce6ecad2668270f0

Observation e6b016d3-007c-437b-816e-54ede5fa47a1 · outbound

This paper cites Openhands.https://github.com/All-Hands-AI/OpenHands.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Openhands.https://github.com/All-Hands-AI/OpenHands

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.989206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:18b6b49b7e09af8d7c66feeadfa41d47670111d128be6fbc40b4e89c1a2a4702

Observation 9f5ab9ce-8da1-43d9-bed0-ba427a3a6889 · outbound

This paper cites Towards an AI co-scientist.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Towards an AI co-scientist

Reference 38

Resolution
verified exact
local_arxiv, observed 2026-05-25T04:50:21.628912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:67e7172afbbed231e34b7385b1c2012333ec3d3ae56075b3a80863270c154e7e

Observation ee9bc6eb-e89b-41e8-9f77-25d0eb2bcae9 · outbound

This paper cites Build your personalized research group: A multiagent framework for continual and interactive science automation.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Build your personalized research group: A multiagent framework for continual and interactive science automation

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:21.651762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:70cde30eeffe5232cb4abb5f0aeb505b7b2a9969c05dca4dcc520844f94e5af7

Observation 93948083-7ac3-43a5-9b42-81ed923bd252 · outbound

This paper cites Evaluating sakana’s ai scientist: Bold claims, mixed results, and a promising future? InACM SIGIR Forum, volume 59, pages 1–20.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Evaluating sakana’s ai scientist: Bold claims, mixed results, and a promising future? InACM SIGIR Forum, volume 59, pages 1–20

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.902218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:05ce995a643d19cfe1be4255586310717debd8e0386fbb8e1ff5edca40ad6d8d

Observation d03ecddd-a861-41f3-bbac-bb0c49f58f7f · outbound

This paper cites Can ai conduct autonomous scientific research? case studies on two real-world tasks.bioRxiv, pages 2026–01.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Can ai conduct autonomous scientific research? case studies on two real-world tasks.bioRxiv, pages 2026–01

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.565179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:1736686b1708802d755fcfc9877ca4a64999b94a2c705420ac9d475892d02ba6

Observation 2f7099de-76b2-4771-a17a-496e9e6562a9 · outbound

This paper cites The more you automate, the less you see: Hidden pitfalls of ai scientist systems.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery The more you automate, the less you see: Hidden pitfalls of ai scientist systems

Reference 42

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:21.594967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:7b5838bdd3134618697ea3a78c01481d8c4eb09ad51a483d97ffd99b8ec7075a

Observation 3c6fa539-37cc-4ab9-876e-a148d8e466f3 · outbound

This paper cites Autonomous ‘self-driving’laboratories: a review of technology and policy implications.Royal Society Open Science, 12(7):250646.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Autonomous ‘self-driving’laboratories: a review of technology and policy implications.Royal Society Open Science, 12(7):250646

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.762866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:6ad6ec31ea50cd10bab6317ea76a7111e2e0913ab24a39f50c43965aabb76c2b

Observation 73f7c695-4640-4994-954a-4766dfe95876 · outbound

This paper cites Empowering biomedical discovery with ai agents.Cell, 187(22):6125–6151.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Empowering biomedical discovery with ai agents.Cell, 187(22):6125–6151

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.826372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:6244d3bba568a04f151c65cd5eff8d56ae13ff35571b39fba2ea1d0bf7ce9585

Observation 88e7b3af-18f6-4b71-9bd4-adfe62d6956e · outbound

This paper cites Ai-researcher: Autonomous scientific innovation.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Ai-researcher: Autonomous scientific innovation

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.984375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:a26be9f171e701e85b54e8976b63fb7b3f7872dd1060af199fbe77e51f9fe79b

Observation 1a6bf5be-cf50-4c05-b97e-7263f27b3096 · outbound

This paper cites Perspective on utilizing foundation models for laboratory automation in materials research.Science and Technology of Advanced Materials: Methods, 5(1):2582379.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Perspective on utilizing foundation models for laboratory automation in materials research.Science and Technology of Advanced Materials: Methods, 5(1):2582379

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.867174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:09ecf26caa547872c15fdeb2571414b4988679e2e5ed7011dc0477ac51230345

Observation 4b59bf84-9aa2-4ecf-af37-045cf604e22f · outbound

This paper cites Agents for self-driving laboratories applied to quantum computing.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Agents for self-driving laboratories applied to quantum computing

Reference 47

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:21.642925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:d90d1fa42b6af20d0ba22047626d59fdd6f3213e931ffcad15d5642a467c7c7b

Observation 2582d8c3-2f51-48b6-9c6d-f0c9e555941c · outbound

This paper cites Hy- per: Literature-grounded hypothesis generation and distillation with provenance.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Hy- per: Literature-grounded hypothesis generation and distillation with provenance

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.736579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:78d7f1e6705da1c1fa351a8738a5cba60286a5ed8878f74d13a83ecc4de367e5

Observation b30993c8-e0bb-4a1f-b715-886091ecbdf2 · outbound

This paper cites Bioplanner: automatic evaluation of llms on protocol planning in biology.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Bioplanner: automatic evaluation of llms on protocol planning in biology

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.942404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:0db26867abc261da1f91f9214c6588252b781e0a50d9acb1631874471b8945dd

Observation ee25c4b6-60b5-4188-a966-8f9e693c37db · outbound

This paper cites Researchagent: Iterative research idea generation over scientific literature with large language models.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Researchagent: Iterative research idea generation over scientific literature with large language models

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.801859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:a6ee09133da7634719f60c59a80e5dedd5a41af0ea98293b7db47fcee0f3094b

Observation 1136189a-4ddc-4714-867f-6ffef0a54647 · outbound

This paper cites Omniscientist: Toward a co-evolving ecosystem of human and ai scientists.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Omniscientist: Toward a co-evolving ecosystem of human and ai scientists

Reference 51

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:21.798204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:8fd89d4e74dd6096a2324576f6129b2657a74b4226d69ba94941f6bd7630bf69

Observation 13a1aace-3097-4bc7-b429-5f95c0b2df5f · outbound

This paper cites Codescientist: End-to-end semi-automated scien- tific discovery with code-based experimentation.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Codescientist: End-to-end semi-automated scien- tific discovery with code-based experimentation

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.720265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:c4e70de2c84021e7c608e4875f58351fe5b324275750af425aa5b80156a1cafb

Observation 9691adc6-f21e-4dcd-9295-a5490121176c · outbound

This paper cites Autonomous Agents for Scientific Discovery: Orchestrating Scientists, Language, Code, and Physics.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Autonomous Agents for Scientific Discovery: Orchestrating Scientists, Language, Code, and Physics

Reference 53

Resolution
verified exact
local_arxiv, observed 2026-05-25T04:50:21.746839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:147236f68ec1a80e8c9bf055c9f43ccf1c8b1b128fabd0cfc0d768381fa0e98d

Observation 4570abe9-1c4e-4ed3-bbea-3b93fedfca6c · outbound

This paper cites Auto-Discovery-Bench: Diagnosing Structured State Tracking in Oracle-Guided Discovery.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Auto-Discovery-Bench: Diagnosing Structured State Tracking in Oracle-Guided Discovery

Reference 54

Resolution
verified exact
arxiv_id, observed 2026-06-01T02:03:19.584185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:5bac9f7d1fb11d2ba25a293181d8026c3cd05ac5ff467e797ab49afe731d728d

Observation 6695eb15-9421-42f1-85d1-ba5ef6d72ecf · outbound

This paper cites BioDSA-1K: Benchmarking Data Science Agents for Biomedical Research.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery BioDSA-1K: Benchmarking Data Science Agents for Biomedical Research

Reference 55

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:21.864212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:3db49af9bd763e3f88936d2d638d25a662fd35d53ee12d6e518cc5a0e59cc01a

Observation fcbbcd39-7d85-45c5-90c6-17ffaa4d8414 · outbound

This paper cites ResearchBench: Benchmarking LLMs in Scientific Discovery via Inspiration-Based Task Decomposition.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery ResearchBench: Benchmarking LLMs in Scientific Discovery via Inspiration-Based Task Decomposition

Reference 56

Resolution
verified exact
local_arxiv, observed 2026-05-25T04:50:21.922451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:c84b5eff838d3ab072e21dc23b9959a6beb7c34c7a2fedc6be59e091181107ad

Observation 7430d0fd-6313-4fa4-b62f-e027314db454 · outbound

This paper cites ResearcherBench: Evaluating Deep AI Research Systems on the Frontiers of Scientific Inquiry.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery ResearcherBench: Evaluating Deep AI Research Systems on the Frontiers of Scientific Inquiry

Reference 57

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:21.711072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:46ab32b70e00d68fb176f801ca12b56cea8214b97f7d69e6524282ca76edee15

Observation d5e1e743-a180-4c50-90e9-90b873888ccf · outbound

This paper cites autoresearch.https://github.com/karpathy/autoresearch.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery autoresearch.https://github.com/karpathy/autoresearch

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.838955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:46bbb5d2b5814b10c40c7fc63f1931b0483e46548a831e757e52f500916f07fc

Observation b3d15853-ff87-4300-8f7f-6807e8bdf98f · outbound

This paper cites Deerflow.https://github.com/bytedance/deer-flow.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Deerflow.https://github.com/bytedance/deer-flow

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.962187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:956ff2785ac38c8d4d8c06ca61970d186c2603a25143204ce062eb8ee77eb7d8

Observation ac11d4d8-c45f-418e-8dfc-7d590fb9af76 · outbound

This paper cites Open deep research.https://github.com/langchain-ai/open_deep_ research.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Open deep research.https://github.com/langchain-ai/open_deep_ research

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.890053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:bda980af30ef902ebab0454e3450d1d1eb923a96112bbc7db4d67b580300a0f5

Observation 4941b783-7a6a-4993-9506-ba7a364f94c3 · outbound

This paper cites Automated scientific discov- ery: from equation discovery to autonomous discovery systems.Machine Learning, 115(5):109.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Automated scientific discov- ery: from equation discovery to autonomous discovery systems.Machine Learning, 115(5):109

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.746176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:559311b107a23e8571bdac91248dfe56d3119dea87c083f34468de93862aef49

Observation d5117360-3574-476b-adcf-152c71e2a9b4 · outbound

This paper cites Agent4S: The Transformation of Research Paradigms from the Perspective of Large Language Models.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Agent4S: The Transformation of Research Paradigms from the Perspective of Large Language Models

Reference 62

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:21.778282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:31b2c15f45fb674cf7864d59f17e87309e748b3f44525716470765f484f8e06c

Observation d6ee8907-b026-4b55-8359-9849f9863b1e · outbound

This paper cites Columbia university press.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Columbia university press

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.644053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:1fd514dd1727e1d37c3538cc2350c4fbb10debb7c0c8d102a0fedc9521875183

Observation e7eb7503-7731-42a3-8d6d-6e6cdd37d53a · outbound

This paper cites Functional genomic hypothesis generation and experimentation by a robot scientist.Nature, 427(6971):247–252.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Functional genomic hypothesis generation and experimentation by a robot scientist.Nature, 427(6971):247–252

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.796336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:22681c75ceba3f13102e4ffdc9ee8f24d699f15f4557c532ea570d526bdb763f

Observation 4ab24983-b417-4158-b311-b01cd41228c9 · outbound

This paper cites Ai feynman: A physics-inspired method for symbolic regression.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Ai feynman: A physics-inspired method for symbolic regression

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.790697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:b41244f3fad12ddcd064f34dd7c0d6f17b1ef9682c42ba9eec43d0b6b3b1c7be

Observation 816e34f8-eb2e-479e-a594-a76d2cb01207 · outbound

This paper cites Storm.https://github.com/stanford-oval/storm.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Storm.https://github.com/stanford-oval/storm

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.779997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:c34e8daf26cc306ac2dc96339327fa8b32c293ad9c0e4cab3207e28750cd8ca5

Observation abda4cb9-43aa-4eaa-b7dc-bb20fbe47534 · outbound

This paper cites SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation

Reference 67

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:21.905251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:59e6306d32a2c12049ac87d38c0450d5712f8c790aed726ec40e4f09f1f47d04

Observation cf1d5e24-a403-48dc-a641-aea82b853f37 · outbound

This paper cites Deep research arena: The first exam of llms’ research abilities via seminar-grounded tasks.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Deep research arena: The first exam of llms’ research abilities via seminar-grounded tasks

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Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.531825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:1fb37e9d970b30eafe7858fab1da7a9028442ddb78118cee4c759d0608742e10

Observation 0004c6b8-44c4-45fb-b284-c8080155afcd · outbound

This paper cites Gpt researcher.https://github.com/assafelovic/gpt-researcher.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Gpt researcher.https://github.com/assafelovic/gpt-researcher

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.914023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:567cc6c8bed86e558a3791e580b3c3bd5c9fb81fab1e93132572be40d9f6f855

Observation b5f5008a-571a-447b-9b7f-bad3f826eb42 · outbound

This paper cites Tongyi deepresearch.https://github.com/Alibaba-NLP/DeepResearch.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Tongyi deepresearch.https://github.com/Alibaba-NLP/DeepResearch

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.789740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:27420cde1ac14907b24d5040912421f3a4d9e4bf1a5313dca104628a85671829

Observation 26ac151c-36cd-4978-bcd2-10e75b3d112a · outbound

This paper cites Autonomous chemical research with large language models.Nature, 624(7992):570–578.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Autonomous chemical research with large language models.Nature, 624(7992):570–578

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Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.885557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:5716933b216fcc2b26fe5545261afce69dcaffd11272bfa642e9aa3d2a719dc1

Observation ae653137-846f-4759-b70a-bb156b6b9bf3 · outbound

This paper cites An autonomous laboratory for the accelerated synthesis of inorganic materials.Nature, 624(7990):86.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery An autonomous laboratory for the accelerated synthesis of inorganic materials.Nature, 624(7990):86

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Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.674131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:9ee4c535f4dfe5bb83161ba24176bf4ed43dbda8ab1ebef8c16828c83d09eeef

Observation 0e9c5a47-d56d-4235-8d1c-781d61174823 · outbound

This paper cites Cy- cleresearcher: Improving automated research via automated review.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Cy- cleresearcher: Improving automated research via automated review

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Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.947264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:c62e4b399deb58a39c977523e69410f4484a21cc76053ad65e3c5a9644a18271

Observation 7d64f42c-99d7-4384-b1bf-4561b207d317 · outbound

This paper cites Mlr-copilot: Autonomous machine learning research based on large language models agents.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Mlr-copilot: Autonomous machine learning research based on large language models agents

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Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:22.077447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:7bcc02591c7215ac505ee448b6d42c56e0425aedb7b0daf2e870fb3ff61affb8

Observation cbd9fc38-4163-4cec-aa09-ad45d86aea51 · outbound

This paper cites R&d-agent: An llm-agent framework towards autonomous data science.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery R&d-agent: An llm-agent framework towards autonomous data science

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.994657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:344f45f060f4e17dcba5c4cf39f2c8fba6ff723588d015c55be3a313ae47d2f0

Observation 7b5b81c6-6aa1-495e-b2fc-db91c5ac2e62 · outbound

This paper cites AIGS: Generating Science from AI-Powered Automated Falsification.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery AIGS: Generating Science from AI-Powered Automated Falsification

Reference 76

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:22.083247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:2d43d55ccc16b9b4c6f8ca98acd68d57a630ec189a3e48fed547d007ff76bcda

Observation 60ace362-e0e9-4c80-bb07-d315768b8862 · outbound

This paper cites The virtual lab of ai agents designs new sars-cov-2 nanobodies.Nature, 646(8085):716–723.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery The virtual lab of ai agents designs new sars-cov-2 nanobodies.Nature, 646(8085):716–723

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.704490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:b88c6db5eefcc066716db12d98ce1a08126b8a7aa059be1dd143f6b7a707f94d

Observation b73f2890-59fc-477a-969a-7620960e3900 · outbound

This paper cites Sciagents: automating scientific discovery through bioinspired multi-agent intelligent graph reasoning.Advanced Materials, 37(22):2413523.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Sciagents: automating scientific discovery through bioinspired multi-agent intelligent graph reasoning.Advanced Materials, 37(22):2413523

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.810102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:5f7edf123371f8761821e8fcfc6d0e02ce53f412a7744ef67a2a412833e8408a

Observation ae029197-3c9d-43e6-a9ca-8a179de5a86c · outbound

This paper cites Sciscigpt: advancing human–ai collaboration in the science of science.Nature Computational Science, 6(3):301–315.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Sciscigpt: advancing human–ai collaboration in the science of science.Nature Computational Science, 6(3):301–315

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.747425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:ddd50a85ab5f525c1f0fc982c462f1a4fae954e81685168f7e64cffcefc8216c

Observation f7543dc3-f250-4be8-a503-3ab5b3ac5479 · outbound

This paper cites Szostkiewicz, Dmytro Shved, Gavin J.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Szostkiewicz, Dmytro Shved, Gavin J

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.602575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:681f7334dc312e95212c2370754e232466c09210353f9e6ee2f80aadfdcce3f7

Observation e818f9d6-e145-4e83-93b2-0d04b2c424bc · outbound

This paper cites AgentRxiv: Towards Collaborative Autonomous Research.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery AgentRxiv: Towards Collaborative Autonomous Research

Reference 81

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:22.012552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:402701d7d2d4eeaad96fe7a09610d00afb8ac3852704de907a54b976defc689b

Observation 97ef6111-62fb-489f-b4b6-2253f0c51ef9 · outbound

This paper cites Hler: Human-in-the-loop economic research via multi-agent pipelines for empir- ical discovery.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Hler: Human-in-the-loop economic research via multi-agent pipelines for empir- ical discovery

Reference 82

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:22.006984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:b3588d8f8251880ff3c56bd8b3db9f821c7736189f1e73d1574b965b747925c6

Observation bf333b42-5633-42d7-8f83-b8d6a2dedf07 · outbound

This paper cites an unresolved cited work.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Unresolved cited work

Reference 83

Resolution
unresolved
raw_fallback, observed 2026-05-25T13:17:01.919922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:80a1b1dc6a5f851c7c8002b1809adecd1a178983a4cfc5dfe74ba16cf54e4696

Observation 4804c969-d128-48af-9f21-83b41d0d1e53 · outbound

This paper cites an unresolved cited work.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Unresolved cited work

Reference 84

Resolution
unresolved
raw_fallback, observed 2026-05-25T13:17:01.898172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:3993d90567e1e84ae5b1ff2dfde097b087ece376812e84fcb6751bacf952c562

Observation 0f10629c-c113-4077-908a-1f98ab052a97 · outbound

This paper cites Idea2paper.https://github.com/AgentAlphaAGI/Idea2Paper.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Idea2paper.https://github.com/AgentAlphaAGI/Idea2Paper

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.724575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:5c94485836d6c0fcb543ac5d8c1b3781a9e33007dc02734d4c51e2762b7b7454

Observation a4b0561c-29bb-4f93-b248-70d0aa4e7e1f · outbound

This paper cites AlphaEvolve: A coding agent for scientific and algorithmic discovery.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery AlphaEvolve: A coding agent for scientific and algorithmic discovery

Reference 86

Resolution
verified exact
local_arxiv, observed 2026-05-25T04:50:22.041852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:70b57521224a9cd07987df1bed47d4ce47301e1d7e8846a35755c76670f761c0

Observation 68dafb2b-d4ab-484c-9ae3-e70a2ee63381 · outbound

This paper cites CoRR , volume =.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery CoRR , volume =

Reference 87

Resolution
metadata mismatch
arxiv_id, observed 2026-05-25T04:50:21.960268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:ad9ba5d04afc7d297cca649204b77bd5925a85a9d3cfb8b08c1e7a68153f044d

Observation fd1dcfa7-d73c-4e84-86ad-9fca6e5fff95 · outbound

This paper cites Internagent-1.5: A unified agentic framework for long-horizon autonomous scientific discovery.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Internagent-1.5: A unified agentic framework for long-horizon autonomous scientific discovery

Reference 88

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:21.967422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:2092aa1f6ead1ca98474de80380e95545d17188a8625c86110980962de3a01fd

Observation ce13785a-28db-4d65-b271-17f81d1f974b · outbound

This paper cites Kosmos: An AI Scientist for Autonomous Discovery.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Kosmos: An AI Scientist for Autonomous Discovery

Reference 89

Resolution
verified exact
local_arxiv, observed 2026-05-25T04:50:22.018589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:117f9b3bba5d08dffbe89903071cac05f49e3b8d7a543eb5840ce060f7e31c43

Observation c7ecf7d3-c9a7-4118-96f0-fa6726763912 · outbound

This paper cites Researchclaw.https://github.com/ymx10086/ResearchClaw.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Researchclaw.https://github.com/ymx10086/ResearchClaw

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.928367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:6e1a56d6ac46612083a0a6f06ad68f2eb8374693d9d9a8e4d9aa24c1d492de1f

Observation 3611d7a3-2b0d-414a-8e00-a2c4a4f757d5 · outbound

This paper cites Scienceclaw.https://github.com/beita6969/ScienceClaw.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Scienceclaw.https://github.com/beita6969/ScienceClaw

Reference 91

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.919016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:265d6b9da1410b0c3d5ccd06900acf2df763f5c210f65d688f66cbdd7606f304

Observation f2032f6d-71a2-4dc9-8339-b8a7b74a064a · outbound

This paper cites Autoresearchclaw: Fully autonomous research from idea to paper.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Autoresearchclaw: Fully autonomous research from idea to paper

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.523734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:5eaac85e763fb053d673fb808915275bcfbc84f9a98ee7670a9222e6d52edfc0

Observation 115ab3a7-f4ca-4994-9119-fc9fb8bc06f6 · outbound

This paper cites Evoscientist: Towards multi-agent evolving ai scientists for end-to-end scientific discovery.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Evoscientist: Towards multi-agent evolving ai scientists for end-to-end scientific discovery

Reference 93

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:21.806216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:a9233d06ee3e20daf09a7142830a4d4bc9af942d711ab2c0717a5a156908c4c1

Observation 81306a0b-d49e-4e33-b5b8-19ae2324604f · outbound

This paper cites NeuroClaw Technical Report.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery NeuroClaw Technical Report

Reference 94

Resolution
verified exact
local_arxiv, observed 2026-05-25T04:50:21.855917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:2c0a89e09acd5bd9842db68719780ec558cdedafad41879aa24065b643582b45

Observation af9a004a-ffce-4e65-9eab-e0b99958d67f · outbound

This paper cites McLean, Peter Norgaard, Zahra Shamsi, David Smalling, James Thompson, Subhashini Venugopalan, Brian P.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery McLean, Peter Norgaard, Zahra Shamsi, David Smalling, James Thompson, Subhashini Venugopalan, Brian P

Reference 95

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.915404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:6bac8609e8096841f6f42df08df18ea4b550dce89819a95a5e028e1549fcaca6

Observation 4d64b97b-8781-4b8d-acf9-52addbcdd093 · outbound

This paper cites FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights

Reference 96

Resolution
verified exact
arxiv_id, observed 2026-07-14T01:19:58.512370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:9cd706b1cdf483f7f389f81c8ac9b656c059ac51023a9674064d984484f25634

Observation 728f48ff-ca71-422f-ae61-89ee76c63c5a · outbound

This paper cites Autonomous llm-driven research—from data to human-verifiable research papers.NEJM AI, 2(1):AIoa2400555.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Autonomous llm-driven research—from data to human-verifiable research papers.NEJM AI, 2(1):AIoa2400555

Reference 97

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.807339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:07ddb8342f9eb12f3cd6aebe9ad69bb16238884a4f555b7cabc1816d4b883578

Observation 730548af-6931-4c37-b9ba-75153180e35b · outbound

This paper cites Rethinking the ai scientist: Interactive multi-agent workflows for scientific discovery.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Rethinking the ai scientist: Interactive multi-agent workflows for scientific discovery

Reference 98

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:21.931745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:c0d9e1b2df3215548edcdb53265b00338d24666a5a9304952efe7262a7e02b80

Observation 5461038b-3e93-4124-aaed-8dda41015f94 · outbound

This paper cites Agent laboratory: Using llm agents as research assistants.Findings of the Association for Computational Linguistics: EMNLP 2025, pages 5977–6043.

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Agent laboratory: Using llm agents as research assistants.Findings of the Association for Computational Linguistics: EMNLP 2025, pages 5977–6043

Reference 99

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.535963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:7c34f9b8736a92210356fa9d7f5d946eacca0d67e41fdb333102bebfb53232f9

Observation d9068f62-6edf-4dea-b57a-01d799394008 · outbound

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

AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Human-LLM Compound System for Scientific Ideation through Facet Recombination and Novelty Evaluation

Reference 100

Resolution
verified exact
local_arxiv, observed 2026-05-25T04:50:21.947294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-25T04:46:43.679185Z digest=sha256:cc7c0f05270b6fc8becec31ec7d6cf926b76f1c45fa9e1d970e6cf12f1c7d536

Pith citing papers

Observation c0ae33b5-7c77-453e-b4b5-a0a6175a10c2 · inbound

(Human) Attention Is (Still) All You Need: Human oversight makes AI-assisted social science reliable cites this paper.

(Human) Attention Is (Still) All You Need: Human oversight makes AI-assisted social science reliable AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery

Reference 4

Resolution
verified exact
local_arxiv, observed 2026-07-03T14:08:22.396582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-27T07:10:08.447811Z digest=sha256:13c9a965a286bc229ad4a55a16e8266eae48f45f7545b61cbbca2b6d6d96190a

Observation f3e644e7-d1f7-4832-ae47-7dc5b897217e · inbound

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI cites this paper.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery

Reference 58

Resolution
unresolved
no resolver link, observed 2026-07-13T02:08:59.301970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T02:08:59.301970Z digest=sha256:d79d199afa32e19df105ecd095f8f92313f5a3ae8b1bc4806a16ad6565cd0897

Observation a774b406-d4bf-4a0f-85af-287001b21540 · inbound

Confining Nondeterminism: AI-Driven Research Systems as DBMSs for Reliable, Non-Wasteful, Transparent, and Collaborative Research [Vision] cites this paper.

Confining Nondeterminism: AI-Driven Research Systems as DBMSs for Reliable, Non-Wasteful, Transparent, and Collaborative Research [Vision] AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery

Reference 19

Resolution
unresolved
no resolver link, observed 2026-07-14T11:11:41.205646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T11:11:41.205646Z digest=sha256:4df6dfcdf53e43f4c97db4228f6b4b54e767197eddaaff23baf1dc9df2cad6a7

Observation b475bce5-5fb1-4214-a3c6-65d02a270c33 · inbound

Cura 1T: Specialized Model for Agentic Healthcare cites this paper.

Cura 1T: Specialized Model for Agentic Healthcare AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-02T02:16:39.914823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T02:16:39.914823Z digest=sha256:71e8dcd21d26eb5fae6488dbcd745f713be965a8fa815c8af4d02126d97d6a62

Observation 5a5a478a-3239-4def-b91e-77c20ea8029c · inbound

A Vocabulary for Multi-Agent Automated Research Systems cites this paper.

A Vocabulary for Multi-Agent Automated Research Systems AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-02T07:06:12.362452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:06:12.362452Z digest=sha256:55a74148b8e59d54a0e32f950454e66f39fdb1092aa5032ae833c0b23c0d5ae5