Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-11T04:42:31.555355Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-11T04:42:31.555355Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-11T00:52:22.900917Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
100 of 116 outbound references displayed
External citation measurements
107
pith, observed 2026-08-05T02:28:24.338817Z
Observation 9d5e0500-7a76-4659-aafb-37123439b12b · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Meta-learning curiosity algorithms
Reference 1
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.
Observation c7543e09-b1d4-453c-b617-c3a17f346180 · outbound
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
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.
Observation 29e0b893-3f65-43bd-b174-6384df184cc2 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Model card and evaluations for claude models
Reference 3
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.
Observation 855a6770-5c51-48ab-86d5-71293112609a · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery The claude 3 model family: Opus, sonnet, haiku
Reference 4
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.
Observation 9e174aa6-28e1-4b6d-a2bf-d07a35df366d · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Cloud labs: where robots do the research
Reference 5
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.
Observation 61bf799d-02ac-49e6-aacb-0d27d643dafe · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models
Reference 6
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.
Observation 3e9975ed-b8da-4568-b025-e80e864f1098 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Iclr2022-openreviewdata
Reference 7
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.
Observation 605463e7-8f7b-41e6-a700-4fe923fa1ad1 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery The neurips 2021 consistency experiment
Reference 8
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.
Observation eca18b65-fb23-4e3b-8731-1b4aff4fdf80 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Quality-diversity through ai feedback
Reference 9
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.
Observation c9b51bc8-f469-4b98-9653-a7aa5186be0c · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Minimal criterion coevolution: a new approach to open-ended search
Reference 10
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.
Observation c06775af-8928-427f-a6b4-31e1d6927e18 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Unresolved cited work
Reference 11
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.
Observation 3f3f225d-ec6b-467a-b28b-09ce9497001e · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Dendral and meta-dendral: Their applications dimension
Reference 12
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.
Observation 9880056b-2e0b-4087-855b-4d7f1ffaa961 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision
Reference 13
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.
Observation 7410169f-5f15-4a29-ad95-4f9a28569966 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery What is this thing called science? McGraw-Hill Education (UK)
Reference 14
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.
Observation 62173a1d-e3f7-4e46-9737-f504ca2b4db0 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Evoprompting: Language models for code-level neural architecture search
Reference 15
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.
Observation 856d7750-1c25-4246-aafb-f4ef4117f0a3 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Evaluating Large Language Models Trained on Code
Reference 16
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.
Observation 9d5e16bd-e238-4372-bca1-4d51b8cc9fd4 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Symbolic discovery of optimization algorithms
Reference 17
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.
Observation 3a7f9564-17b7-4b48-bb45-90d70b1cc918 · outbound
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
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.
Observation 5f6d9909-9120-4826-b8cf-959e5e2ca37e · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery MARG: Multi-Agent Review Generation for Scientific Papers
Reference 19
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.
Observation 3a6a0594-c0e3-4482-a8ad-460e653dc567 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Unresolved cited work
Reference 20
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.
Observation 566f4407-a4ca-44dd-a837-e147b73fab96 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Quality diversity through human feedback: Towards open-ended diversity-driven optimization
Reference 21
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.
Observation b08b4f12-a26a-491d-a856-62af485a28f3 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery SymbolicAI: A framework for logic-based approaches combining generative models and solvers
Reference 22
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.
Observation b6cac868-64cb-42c4-a8cd-d8b2df1062b7 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Art and the science of generative ai
Reference 23
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.
Observation 203b07dc-b80d-4f34-afca-bd82b31ae7c0 · outbound
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
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.
Observation 83f5d3ff-210d-4513-90f2-92e9c9c819a4 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Integrating quantitative and qualitative discovery: the abacus system
Reference 25
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.
Observation 8ac6ec04-89e9-4a9d-afbf-39e4ef17b403 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Discovering faster matrix multiplication algorithms with reinforcement learning
Reference 26
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.
Observation 3f4dcbbd-ce2d-4cec-8572-82c9e2a95613 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Switch transformers: Scaling to trillion parameter models with simple and efficient sparsity
Reference 27
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.
Observation 44cf1b50-4f47-4700-9084-111e0cb335ec · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Semantic scholar
Reference 28
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.
Observation baf54f5c-5b0d-4053-9b5e-dac39739737e · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery aider
Reference 29
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.
Observation 3a3a2538-135c-47a9-8d1a-64075be21be2 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Probabilistic machine learning and artificial intelligence
Reference 30
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.
Observation b12697a4-3521-4168-9b62-7156d94b142a · outbound
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
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.
Observation 30be5c22-52e1-47fd-b61c-306ca7813452 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Understanding the difficulty of training deep feedforward neural networks
Reference 32
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.
Observation d5fc6f3a-5666-437b-a9df-27917c619dcc · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Generative adversarial nets
Reference 33
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.
Observation 0b31ef6a-5fee-485f-b177-8669095d1bca · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Gemini: A family of highly capable multimodal models
Reference 34
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.
Observation 8e4896af-d056-4a72-83a1-9a93fd418b42 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery DiffiT: Diffusion Vision Transformers for Image Generation
Reference 35
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.
Observation 3770319d-a340-406a-b011-4118573ec485 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Simulating 500 million years of evolution with a language model
Reference 36
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.
Observation 883e05cb-5236-4b34-b1bc-7cc5494dc2a9 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Automl: A survey of the state-of-the-art
Reference 37
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.
Observation bca306a2-23b8-4cb1-b52d-63032f51a99e · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Denoising diffusion probabilistic models
Reference 38
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.
Observation 48d630bf-1bc4-40e2-a6b0-fac6e1748af1 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Deep Paper Gestalt
Reference 39
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.
Observation 702ce4aa-405e-440a-b661-a50572eb9cc8 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Mlagentbench: Evaluating language agents on machine learning experimentation
Reference 40
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.
Observation 38424778-8f52-4c22-af07-15e65ce12872 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Automated machine learning: methods, systems, challenges
Reference 41
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.
Observation cc031af4-8e2d-4ae2-8516-db1cd59aad72 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery The hutter prize
Reference 42
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.
Observation 263b4757-b641-45be-b7b4-2c1e1b657b77 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Autonomous LLM-driven research from data to human-verifiable research papers
Reference 43
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.
Observation 5aeee04f-171d-4be4-8ac9-45091b0c5cbb · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery The principles of science: A treatise on logic and scientific method
Reference 44
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.
Observation 0f8afd6b-254a-4d18-9580-e3c088830993 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Mixtral of Experts
Reference 45
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.
Observation 95d0e3be-0907-4f92-b164-c1a31da74886 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery SWE-bench: Can Language Models Resolve Real-World GitHub Issues?
Reference 46
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.
Observation f632ce7f-e814-42cc-b76c-db98a38272d3 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Highly accurate protein structure prediction with alphafold
Reference 47
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.
Observation 5232d787-041c-47d2-97e5-2fae4b36925d · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery The unreasonable effectiveness of recurrent neural networks
Reference 48
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.
Observation 92a138fa-6cff-4aa9-80dc-0dc55c284c3c · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery NanoGPT
Reference 49
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.
Observation 3ebd4565-7f1a-4f54-aac3-831b3de8dc68 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery A survey of research on cloud robotics and automation
Reference 50
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.
Observation b6731dc0-1c84-48c8-89cd-9413996a52ab · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Kingma and Max Welling
Reference 51
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.
Observation 3b9ccf9b-f5c1-46f3-a123-94040a43390a · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Improving Generalization in Meta Reinforcement Learning using Learned Objectives
Reference 52
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.
Observation 914373c9-0e84-4801-8935-3f729a2c26a2 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Discovering attention-based genetic algorithms via meta-black-box optimization
Reference 53
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.
Observation 326010df-f7ae-4c45-873d-2cd96ecefaac · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Discovering evolution strategies via meta-black-box optimization
Reference 54
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.
Observation 56b55261-862a-40e4-b80d-e64adccb5c25 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Large Language Models As Evolution Strategies
Reference 55
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.
Observation 552bd6c5-dd75-492e-a94e-5fa916e6fefb · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Scientific discovery: Computational explorations of the creative processes
Reference 56
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.
Observation 9fd1a0cc-8784-43f9-beb7-3fede9e8db2b · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Integrated systems for computational scientific discovery
Reference 57
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.
Observation 9cce1e5a-74f6-4bf7-80fa-020c7db926ab · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Exploiting open-endedness to solve problems through the search for novelty
Reference 58
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.
Observation d5440145-cc9e-4137-983e-6ea804777f8d · outbound
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
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.
Observation cfad3312-356c-4e53-8891-6367b749aeba · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Evolution through Large Models
Reference 60
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.
Observation 280d551a-6baa-4747-b257-da14a3e5408b · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Evolution through large models
Reference 61
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.
Observation 075e5aa5-d37d-4c00-8705-9f2d01c6ae74 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Automated theory formation in mathematics
Reference 62
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.
Observation f719273d-9ed4-4646-8e8e-7b8b3825b97e · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Why am and eurisko appear to work
Reference 63
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.
Observation 9aa21a49-713e-4026-b8d1-4cb0ad61c0e3 · outbound
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
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.
Observation a51eea84-d568-4069-be50-c49d5ad35ff7 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Large Language Models as In-context AI Generators for Quality-Diversity
Reference 65
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.
Observation a12906f4-35bd-4874-94b5-1ead77d4fbe3 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery The Llama 3 Herd of Models
Reference 66
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.
Observation 0059ecf2-6b6d-42b0-88a5-f0d44794bc29 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Discovered policy optimisation
Reference 67
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.
Observation 315307f8-2a52-4ac1-852f-630068906003 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Discovering Preference Optimization Algorithms with and for Large Language Models
Reference 68
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.
Observation e773f922-6bea-4b07-9f4a-5f707903bd0e · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Unresolved cited work
Reference 69
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.
Observation 7d069e0a-3a9b-4582-b94c-542660be9123 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Intelligent Go-Explore: Standing on the Shoulders of Giant Foundation Models
Reference 70
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.
Observation 8f8562af-9f63-4722-a702-56b40f4c481a · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Eureka: Human-Level Reward Design via Coding Large Language Models
Reference 71
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.
Observation 3e2ac46f-8927-4b48-ba62-8b4b75ef85a6 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery About the test data
Reference 72
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.
Observation 7b6aaf79-58e1-4c04-a59a-225a6cc49d28 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery DiscoveryBench: Towards Data-Driven Discovery with Large Language Models
Reference 73
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.
Observation ae6379f9-06ac-446e-87d6-a96167966d67 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery grokking
Reference 74
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.
Observation 722e2250-24de-413e-9b92-3b10dae468a8 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Scaling deep learning for materials discovery
Reference 75
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.
Observation 678626fd-c7f9-49c5-ae3f-d3c7a4aef8b1 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery VeLO: Training Versatile Learned Optimizers by Scaling Up
Reference 76
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.
Observation 5d7bfe27-d832-478c-9d6a-7d6e884440a3 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery A robust approach to numeric discovery
Reference 77
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.
Observation fd8d316d-3bcd-49c6-86c0-0f57974c95b2 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery In-context Learning and Induction Heads
Reference 78
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.
Observation 87779381-3d50-4634-96f3-0778f1e433f9 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Gpt-4 technical report
Reference 79
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.
Observation 040258e4-21e5-454c-ae80-46f629810dd8 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery tiny-diffusion
Reference 80
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.
Observation 7647cf79-e2ea-494d-85d0-82d7e6d133e1 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Grokking: Generalization Beyond Overfitting on Small Algorithmic Datasets
Reference 81
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.
Observation b6f0baa7-854c-4d09-af4d-f2ef3690a733 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Accelerating materials discovery using artificial intelligence, high performance computing and robotics
Reference 82
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.
Observation a549c7f3-e9dc-45c1-8cb0-b5eb598496f8 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Mathematical discoveries from program search with large language models
Reference 83
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.
Observation e06bd4fa-489c-478c-b291-86860ef98ed9 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Toolformer: Language models can teach themselves to use tools
Reference 84
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.
Observation 8dd2cdca-5a58-4770-b49a-bacbcf60b280 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Curious model-building control systems
Reference 85
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.
Observation dc210455-93e0-4111-a483-cfcc2c2f93a2 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Artificial scientists & artists based on the formal theory of creativity
Reference 86
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.
Observation 6e2f5378-3498-4cf9-a775-908570cd7486 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Formal theory of creativity, fun, and intrinsic motivation (1990--2010)
Reference 87
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.
Observation 6340aa38-7ab4-4a46-bc26-59f48e8462b0 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery When creative machines overtake man
Reference 88
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.
Observation d82bd09f-f25b-49be-b2a5-2f3da42697b5 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Reflexion: Language agents with verbal reinforcement learning
Reference 89
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.
Observation 2aea8349-bb52-4d64-9eb3-2bda90053007 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery grokking
Reference 90
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.
Observation ce1a912b-375e-49b2-b131-78d67ca0f935 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Deep unsupervised learning using nonequilibrium thermodynamics
Reference 91
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.
Observation 77f7fbf4-4df3-4400-aec0-6292fe5e5d23 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Position: Leverage Foundational Models for Black-Box Optimization
Reference 92
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.
Observation 1f8e03fa-09a0-4bea-9803-7c6e6460e5b0 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Towards robot scientists for autonomous scientific discovery
Reference 93
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.
Observation 26e8790c-e10d-4a3a-9a3c-dc6d92abfed8 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Why open-endedness matters
Reference 94
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.
Observation 4104c00e-a835-473f-8033-199c91cd6d33 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Why greatness cannot be planned: The myth of the objective
Reference 95
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.
Observation ea285c64-c9e7-49d1-97d2-bafae17c5bdc · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Open-endedness: The last grand challenge you’ve never heard of
Reference 96
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.
Observation 3aefcd1a-29a6-49fc-8b09-382076a84bdb · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery An autonomous laboratory for the accelerated synthesis of novel materials
Reference 97
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.
Observation fcae2d26-5173-4e53-8be9-c796405c4490 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery doi: 10.18653/v1/n19-1421
Reference 98
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.
Observation 9304dcda-eb81-42bf-9efd-ea3fcbf692e5 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Attention is all you need
Reference 99
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.
Observation 79a033ed-39bb-4b4f-988f-69588798de17 · outbound
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery Automating science
Reference 100
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.
Observation bf0878d1-08f5-408a-af23-71a568d75c9d · inbound
Beyond principlism: Practical strategies for ethical AI use in research practices The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 27
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.
Observation c933f7e0-e04a-4452-815f-6e58c210c221 · inbound
Automated Design of Agentic Systems The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 178
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.
Observation ea278c1a-9875-43a9-a81e-a2b420585144 · inbound
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
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.
Observation 1691990b-5154-40cf-b958-870f4e06a548 · inbound
Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 26
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.
Observation 171f8d23-b691-402a-994b-5d87cbca3bef · inbound
NADER: Neural Architecture Design via Multi-Agent Collaboration The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25857e56-fddb-4d4d-a0cc-babc62d496e3 · inbound
Dolphin: Moving Towards Closed-loop Auto-research through Thinking, Practice, and Feedback The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce66c897-27de-445c-812f-0d7a8c8902a9 · inbound
LLM4SR: A Survey on Large Language Models for Scientific Research The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 103
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3a13c9d-e8ba-4ab6-b784-b487e93e2325 · inbound
Automating Care by Self-maintainability for Full Laboratory Automation The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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 The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 113
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 30d63d13-4907-4285-838e-eba0b04f435c · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3afcdab-6fb3-404f-a6c3-d4e9c37320ea · inbound
AlphaSharpe: LLM-Driven Discovery of Robust Risk-Adjusted Metrics The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ddba9819-c563-4760-a637-702eb11dbde4 · inbound
The AI Agent Index The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7332ca95-ba4c-463c-a141-d69f3449168d · inbound
How do Humans and Language Models Reason About Creativity? A Comparative Analysis The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c3ea46e-d4e2-4ac4-9a91-78905595df33 · inbound
Position: Scaling LLM Agents Requires Asymptotic Analysis with LLM Primitives The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5daca04-0093-4ef0-8db2-3fd9f121d2cb · inbound
Automated Capability Discovery via Foundation Model Self-Exploration The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f7bb827-d778-4e24-9f7b-ce876cb42555 · inbound
Automatic Evaluation Metrics for Artificially Generated Scientific Research The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f07ee9a4-4b8c-4665-bacb-0d59c7d98483 · inbound
XtraGPT: Context-Aware and Controllable Academic Paper Revision via Human-AI Collaboration The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 24
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.
Observation 5d73b9c5-58bf-4992-bf0c-5ac3cd293eaf · inbound
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23160e88-81d8-421d-afb4-ab1e3aed9af6 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 668404c2-9ee6-4b23-be71-fe90951fd4f7 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3642e7f3-8bd7-4580-8b8d-d1abe3edce3d · inbound
X-MAS: Towards Building Multi-Agent Systems with Heterogeneous LLMs The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 62bd0b92-6d7e-4daa-b372-7e9b269ae79d · inbound
EarthSE: A Benchmark for Evaluating Earth Scientific Exploration Capability of LLMs The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0913bfcd-5527-4056-921c-763140c1f2b2 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d3c8753-99d2-41e7-8bc3-4f1b2c1791c2 · inbound
AI-Researcher: Autonomous Scientific Innovation The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b472329d-4be8-4d61-a2c7-0ebd1b39b035 · inbound
Position: Collaborative Agentic AI Needs Interoperability Across Ecosystems The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e2a6e4ae-9e10-4d3e-940b-ea432e6a5909 · inbound
Automated Modeling Method for Pathloss Model Discovery The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 6
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.
Observation f47706b6-1c74-48e2-a437-087a929eff91 · inbound
From Connectivity to Autonomy: The Dawn of Self-Evolving Communication Systems The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e969886d-d106-4a66-a43d-0c0e5c7797a3 · inbound
EXP-Bench: Can AI Conduct AI Research Experiments? The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe59b0df-1003-4619-bb2e-5994d0365be5 · inbound
PhySense: Principle-Based Physics Reasoning Benchmarking for Large Language Models The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c1e4a31-56d0-4603-a789-7efdf5865715 · inbound
Predicting Empirical AI Research Outcomes with Language Models The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 235aaf50-4cd0-46de-b0e1-be7201172ac7 · inbound
AI Scientists Fail Without Strong Implementation Capability The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6dece2b-bd3f-4b82-bdd7-3441f5b1fe2a · inbound
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
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.
Observation a4e769a8-6c90-4942-a2d7-c1465b9a23dd · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7dc15e18-99c7-487e-83f5-4e95c2bdc6a8 · inbound
AgentMisalignment: Measuring the Propensity for Misaligned Behaviour in LLM-Based Agents The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b43ef41f-fa84-4658-9ea7-de02a61f1389 · inbound
Truly Self-Improving Agents Require Intrinsic Metacognitive Learning The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4027d86a-f514-4706-b2de-b50874a88d88 · inbound
An Agentic Framework for Autonomous Metamaterial Modeling and Inverse Design The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2bea6591-c579-4e73-aca2-8cb4f19054c0 · inbound
Extending Epistemic Uncertainty Beyond Parameters Would Assist in Designing Reliable LLMs The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96efb155-49f2-45eb-b17b-228c768d2f09 · inbound
Position: The ML Community Must Build an AI-Augmented Peer-Review Ecosystem The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c483d273-b8a5-4e48-872c-209d0de3809b · inbound
No Stupid Questions: An Analysis of Question Query Generation for Citation Recommendation The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a36cb465-3dda-483c-ac72-4557951fb09c · inbound
Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb26941d-8c7a-4b10-b990-6a43010b8163 · inbound
Levels of Autonomy for AI Agents The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e048c135-78f7-430e-8b2a-5fb51ce1a9ba · inbound
A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 159
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b9d89b2e-a901-4352-a3b6-3616ec7ec840 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c37630d6-0b0c-4854-8dcb-0d1d781615e9 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a6827df-00b3-4d63-8d64-cfee29e13d6e · inbound
Deep Research Agents: A Systematic Examination And Roadmap The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca1a8748-0fc3-42bb-9a42-c4e62c28477e · inbound
Position: Intelligent Science Laboratory Requires the Integration of Cognitive and Embodied AI The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80e5480a-d942-4a84-b4da-0e154b53ff9c · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 516c3709-b5a3-45aa-b98c-f11a97afac99 · inbound
GPU Kernel Scientist: An LLM-Driven Framework for Iterative Kernel Optimization The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f2ad8aa-4729-4e9e-97f4-fefa50d5b18e · inbound
Optimising Language Models for Downstream Tasks: A Post-Training Perspective The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 143
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67a73a58-a02a-4d0f-a8ae-d39e83eb2f05 · inbound
THE-Tree: Can Tracing Historical Evolution Enhance Scientific Verification and Reasoning? The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2cb374bc-bd6d-4fce-80bf-76d0e7a0e43e · inbound
RExBench: Can coding agents autonomously implement AI research extensions? The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 32
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.
Observation d9623c77-c8ad-4c63-bc4a-9a60a6d8eb74 · inbound
URSA: The Universal Research and Scientific Agent The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 9
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.
Observation 99dcab51-337f-4039-a08b-b6ee04692565 · inbound
Large Language Model Powered Intelligent Urban Agents: Concepts, Capabilities, and Applications The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 109
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7bded4d3-60f7-4259-9edb-70c9f530e4ea · inbound
SciGA: A Comprehensive Dataset for Designing Graphical Abstracts in Academic Papers The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 29
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.
Observation b825facc-945f-414d-81b3-1d078978c243 · inbound
High-Order Deep Meta-Learning with Category-Theoretic Interpretation The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7535cc5a-7deb-4862-bc73-cd19e94dfb14 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9a624f7-56e0-494b-91fe-ef3410796c00 · inbound
AblationBench: Evaluating Automated Planning of Ablations in Empirical AI Research The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c19f1439-300d-4d56-af61-104030f1506a · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb9a4c5e-cf59-40f6-bc7c-0002a36e2ff3 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 597c24c7-9379-48a6-9454-19f1d00c4b4a · inbound
Evolving Roles of LLMs in Scientific Innovation: Assistant, Collaborator, Scientist, and Evaluator The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 110
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.
Observation 25cdec61-3801-45a5-a4a7-23e2d8b87f94 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e78b0adb-f9ae-450c-97b2-b0080c378a66 · inbound
IDRBench: Understanding the Capability of Large Language Models on Interdisciplinary Research The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 25
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.
Observation 2b4ee279-8aa7-41f4-988c-b272d38fe247 · inbound
Deep Researcher with Test-Time Diffusion The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce1deac7-696a-45ae-9b08-9978742298ec · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation efe7226e-5667-4d9d-8331-0b2a44911616 · inbound
Countering Privacy Nihilism The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 337
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5c76279-d783-4232-a3f6-e6e1bc2271c0 · inbound
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
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.
Observation 51527181-da25-4aff-a12a-678c0932dc05 · inbound
Evaluation and Benchmarking of LLM Agents: A Survey The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 72
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 247eadcb-9e39-44a6-a5f4-9bb58ab2af35 · inbound
How Far Are AI Scientists from Changing the World? The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 110
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8db25bc2-1b3f-4ef0-a844-091701a52326 · inbound
AMD-Mamba: A Phenotype-Aware Multi-Modal Framework for Robust AMD Prognosis The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ec468965-532d-4a7c-ac3c-1d1fa2d68ace · inbound
An Auditable Agent Platform For Automated Molecular Optimisation The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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 The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 54
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.
Observation 67f2a9b8-8253-44fa-b45f-643506f422a4 · inbound
InternBootcamp Technical Report: Boosting LLM Reasoning with Verifiable Task Scaling The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 29
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.
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 The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd729b41-3141-4ad2-b916-fba21cbac505 · inbound
Charting the Future of Scholarly Knowledge with AI: A Community Perspective The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 78
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ae5dae6-8191-4dd4-ab04-557bfd9d6c73 · inbound
An AI system to help scientists write expert-level empirical software The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 74
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.
Observation 4bd8df0c-6d9e-440a-ab89-d1e5f65f80f0 · inbound
An AI system to help scientists write expert-level empirical software The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 74
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.
Observation b8868243-6c96-4329-8e8c-d99af47f835b · inbound
Safe and Certifiable AI Systems: Concepts, Challenges, and Lessons Learned The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d70f8ac4-3565-4e14-8db3-a0e4e894815b · inbound
We Need a New Ethics for a World of AI Agents The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c6a95d5-321c-40df-9765-81b90ca49fc5 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e00c4281-fe52-44f3-b24a-1297f1da6bd1 · inbound
Evalet: Evaluating Large Language Models through Functional Fragmentation The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 54
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.
Observation 6e39cd07-b892-4757-8503-0ad23abb63aa · inbound
ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 237
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.
Observation 1f8e1a78-c68f-4e95-adc5-ac257f4defc3 · inbound
Video models are zero-shot learners and reasoners The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 5
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.
Observation 3a28a9f6-49e8-4b1c-ada3-0388c2fe6c88 · inbound
CORRECT: COndensed eRror RECognition via knowledge Transfer in multi-agent systems The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d681ce61-d0bf-41b7-83c0-71f27e37b8ba · inbound
Agentic Exploration of Physics Models The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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 The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb89af9f-d196-4706-801a-72e7637dc7f1 · inbound
Aligning Perception, Reasoning, Modeling and Interaction: A Survey on Physical AI The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 139
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.
Observation f3f8f146-ee34-4ed8-8803-d2bd88169cf7 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0b64145-7d1e-4bf3-8baf-5cde49eef4ac · inbound
Scheming Ability in LLM-to-LLM Strategic Interactions The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 37
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.
Observation 00e6a69d-4cc3-4e14-8e4d-a4afe559b3c8 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 048ad665-0a70-41c7-af1d-7e081b086bbc · inbound
Co-Designing Quantum Codes with Transversal Diagonal Gates via Multi-Agent Systems The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 2
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.
Observation 57548d18-02f9-4b0b-9cf7-c3d859cc5bd8 · inbound
Kosmos: An AI Scientist for Autonomous Discovery The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 2
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.
Observation 7686cd6c-4547-4cd4-8040-4c31feedeffc · inbound
Structural Enforcement of Statistical Rigor in AI-Driven Discovery: A Functional Architecture The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c117e5e-1c5d-41fc-aad5-3ccb0dd1a339 · inbound
CodeDistiller: Automatically Generating Code Libraries for Scientific Coding Agents The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 14
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.
Observation 7b9f7de3-6a9c-4a70-ac48-dff289b770c5 · inbound
ATHENA: Agentic Team for Hierarchical Evolutionary Numerical Algorithms The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 3
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.
Observation 4c4cf820-547b-43d2-8ce9-b581298bf45f · inbound
ATHENA: Agentic Team for Hierarchical Evolutionary Numerical Algorithms The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f359b6e5-c1bc-40d4-8744-6bce86cf0304 · inbound
Internal Deployment in the AI Act The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 19
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.
Observation 1d7b7c2d-8c0d-4cef-8978-bd32e01d230e · inbound
WisPaper: Your AI Scholar Search Engine The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 14
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.
Observation 8552fc1e-2b6f-4b62-9152-a5335dcedae6 · inbound
VASP Agent: An Agentic Framework for Autonomous First-principles Calculations The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c73fca67-f325-4dc5-b0ce-617bf16f9726 · inbound
SciFig: Towards Automating Editable Figure Generation for Scientific Papers The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 651d74e8-9cbf-463a-83cf-ce5807ce259f · inbound
Toward Efficient Agents: Memory, Tool learning, and Planning The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 75
Source-reported events for the cited work
Unavailable: canonical work link unavailable.