Paper Citation Record · LEDGER

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement

As of 6 August 2026, this Paper Citation Record lists 100 of 127 outbound references and 6 inbound Pith citation observations for arXiv:2606.11926.

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

pith.paper-citation-record.v1
2606.11926 v1

Coverage vector

measured 100 of 127 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-27T09:34:41.800309Z

measured 106 of 106 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T04:16:45.584075Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-04T23:25:12.078513Z

Reference resolution

100 of 127 outbound references displayed

verified exact54
verified fuzzy0
unresolved29
parse uncertain1
malformed identifier0
metadata mismatch16

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 804a4c5f-89ae-4bd8-991e-a71654000b2b · outbound

This paper cites ACM Trans.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement ACM Trans

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:47.109825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b67fbe26-c638-434b-a8fe-147b9ea0a30c · outbound

This paper cites WideSearch: Benchmarking Agentic Broad Info-Seeking.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement WideSearch: Benchmarking Agentic Broad Info-Seeking

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:47.100030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3bd878e7-a466-4bff-9d07-69aa98fd25d3 · outbound

This paper cites 2025 , howpublished =.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement 2025 , howpublished =

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cacc772-e125-424c-b1eb-a11af4e5fb58 · outbound

This paper cites BrowseComp-ZH: Benchmarking Web Browsing Ability of Large Language Models in Chinese.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement BrowseComp-ZH: Benchmarking Web Browsing Ability of Large Language Models in Chinese

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-06-27T09:40:47.133985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation add6b6dc-6a8b-4424-800d-16d2aa720400 · outbound

This paper cites , year =.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement , year =

Reference 7

Resolution: verified exact; doi, observed 2026-06-27T09:40:47.088662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 541cf580-71c6-4136-8cb8-916e98a0d672 · outbound

This paper cites The Twelfth International Conference on Learning Representations,.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement The Twelfth International Conference on Learning Representations,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2a4ebbc-21a1-4410-a417-49b5807141a7 · outbound

This paper cites InfoDeepSeek: Benchmarking Agentic Information Seeking for Retrieval-Augmented Generation.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement InfoDeepSeek: Benchmarking Agentic Information Seeking for Retrieval-Augmented Generation

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:47.104895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5226114a-adca-4cb6-a796-8bc7045b0b8b · outbound

This paper cites Deepwidesearch: Benchmarking depth and width in agentic information seeking.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Deepwidesearch: Benchmarking depth and width in agentic information seeking

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:47.094312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 79c2b543-a61c-41aa-a2c5-5fb4c4bba639 · outbound

This paper cites ScholarSearch: Benchmarking Scholar Searching Ability of LLMs.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement ScholarSearch: Benchmarking Scholar Searching Ability of LLMs

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:47.116465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 941868b7-1718-4dd4-a089-52682074ddc7 · outbound

This paper cites xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:47.147042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 70138545-9204-4d7c-adb8-e55b4537b85c · outbound

This paper cites SealQA: Raising the Bar for Reasoning in Search-Augmented Language Models.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement SealQA: Raising the Bar for Reasoning in Search-Augmented Language Models

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-06-27T09:40:47.123734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation dc600f33-40d5-4b4f-a17e-5be45ac7c774 · outbound

This paper cites RAVine: Reality-Aligned Evaluation for Agentic Search.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement RAVine: Reality-Aligned Evaluation for Agentic Search

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:47.129091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9a23ce43-6338-4976-9a97-2f33064f0d34 · outbound

This paper cites MoNaCo: More Natural and Complex Questions for Reasoning Across Dozens of Documents.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement MoNaCo: More Natural and Complex Questions for Reasoning Across Dozens of Documents

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:47.151970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6f9e8e44-d568-4fa0-a19d-51c19470cd5e · outbound

This paper cites CoRR , volume =.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement CoRR , volume =

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:47.131650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5473f1ea-b3e0-45d4-a9e8-23ac51be9905 · outbound

This paper cites Large language models for information retrieval: A survey.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Large language models for information retrieval: A survey

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:47.072430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4cfc8b1b-d6f0-408f-8f1a-c8ee0900f7f6 · outbound

This paper cites A Survey of LLM-based Deep Search Agents: Paradigm, Optimization, Evaluation, and Challenges.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement A Survey of LLM-based Deep Search Agents: Paradigm, Optimization, Evaluation, and Challenges

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:47.128809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation abe5003a-ebe6-45c4-8651-dfb690ba154f · outbound

This paper cites A comprehensive survey on reinforcement learning-based agentic search: Foundations, roles, optimizations, evaluations, and applications.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement A comprehensive survey on reinforcement learning-based agentic search: Foundations, roles, optimizations, evaluations, and applications

Reference 19

Resolution: metadata mismatch; arxiv_id, observed 2026-06-27T09:40:47.112546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e8a1df54-dcbd-4490-8e73-e42d3fdbf8e0 · outbound

This paper cites Search-o1: Agentic Search-Enhanced Large Reasoning Models.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Search-o1: Agentic Search-Enhanced Large Reasoning Models

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-06-27T09:40:47.107424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b27fad56-dbe1-4a6c-967f-6c9da0c75bd7 · outbound

This paper cites WebThinker: Empowering Large Reasoning Models with Deep Research Capability.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement WebThinker: Empowering Large Reasoning Models with Deep Research Capability

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-06-27T09:40:47.118881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ba57dd5c-d37a-4d14-9c6f-4e9462fc3089 · outbound

This paper cites Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-06-27T09:40:47.114933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6ef0a7c3-07da-4033-a6b1-7d00b6cca545 · outbound

This paper cites WebSailor: Navigating Super-human Reasoning for Web Agent.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement WebSailor: Navigating Super-human Reasoning for Web Agent

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-06-27T09:40:47.122376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6908baf1-8086-4987-a782-1b1740172300 · outbound

This paper cites Deepdive: Advancing deep search agents with knowledge graphs and multi-turn rl.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Deepdive: Advancing deep search agents with knowledge graphs and multi-turn rl

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:47.126609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 503bf55c-b6b1-43a6-8c2a-4d4da7f0ddc9 · outbound

This paper cites Hybrid Deep Searcher: Scalable Parallel and Sequential Search Reasoning.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Hybrid Deep Searcher: Scalable Parallel and Sequential Search Reasoning

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-06-27T09:40:47.144209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 15ad9a55-c697-4ca8-9fe5-a2ea024fa502 · outbound

This paper cites Parallelmuse: Agentic parallel thinking for deep information seeking.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Parallelmuse: Agentic parallel thinking for deep information seeking

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:47.086633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 215f063a-fc62-4f37-88b9-3ebb00fc5c4f · outbound

This paper cites ManuSearch: Democratizing Deep Search in Large Language Models with a Transparent and Open Multi-Agent Framework.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement ManuSearch: Democratizing Deep Search in Large Language Models with a Transparent and Open Multi-Agent Framework

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:47.081019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a22e0487-ebb1-45b2-9dde-d260ab228710 · outbound

This paper cites Holistically Guided Monte Carlo Tree Search for Intricate Information Seeking.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Holistically Guided Monte Carlo Tree Search for Intricate Information Seeking

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:47.102578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 36ac358f-675b-40de-b569-9c9d8845707d · outbound

This paper cites an unresolved cited work.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9778fd9-9437-4765-83b5-8821b2f9fb9d · outbound

This paper cites C hat D ev: Communicative Agents for Software Development.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement C hat D ev: Communicative Agents for Software Development

Reference 31

Resolution: verified exact; doi, observed 2026-06-27T09:40:47.148894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 80b2eb8f-08e3-4d5a-865d-91f85e7302ed · outbound

This paper cites Empowering Biomedical Discovery with AI Agents.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Empowering Biomedical Discovery with AI Agents

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:47.136800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8d36f1e1-9fcc-46d2-8333-a1a07186ae65 · outbound

This paper cites WebWalker: Benchmarking LLMs in Web Traversal , booktitle =.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement WebWalker: Benchmarking LLMs in Web Traversal , booktitle =

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4264b90e-174b-4f7c-adf2-bb7345027b23 · outbound

This paper cites DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

Reference 34

Resolution: metadata mismatch; local_arxiv, observed 2026-06-27T09:40:47.119927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation dc05e2b7-3c30-4c38-8922-d9cbddd55a36 · outbound

This paper cites Narasimhan and Yuan Cao , title =.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Narasimhan and Yuan Cao , title =

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 453effcc-9de7-48c6-869c-7f35495c94b2 · outbound

This paper cites Qwen3 Technical Report.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Qwen3 Technical Report

Reference 36

Resolution: metadata mismatch; local_arxiv, observed 2026-06-27T09:40:47.083488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5f080a82-3ac6-4f37-9d23-42c46fd7a7eb · outbound

This paper cites GLM-4.5: Agentic, Reasoning, and Coding (ARC) Foundation Models.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement GLM-4.5: Agentic, Reasoning, and Coding (ARC) Foundation Models

Reference 37

Resolution: verified exact; local_arxiv, observed 2026-06-27T09:40:47.139128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 87412aa9-3705-40a3-8d86-29f09927d451 · outbound

This paper cites DeepResearcher: Scaling deep research via reinforcement learning in real-world environments.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement DeepResearcher: Scaling deep research via reinforcement learning in real-world environments

Reference 38

Resolution: verified exact; doi, observed 2026-06-27T09:40:47.091458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0c611697-2ee0-46a2-acb3-f7d6f5f47c6a · outbound

This paper cites R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning

Reference 39

Resolution: verified exact; local_arxiv, observed 2026-06-27T09:40:47.085873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation deee4dd3-f63a-4c0f-ba89-a7c9013b6840 · outbound

This paper cites Tongyi DeepResearch Technical Report.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Tongyi DeepResearch Technical Report

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-06-27T09:40:47.108703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 44b3eeed-8a2e-477a-bc34-db194b5e4fda · outbound

This paper cites 2026 , url =.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement 2026 , url =

Reference 41

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7890753-df70-4d02-922e-d3ba6c14d24b · outbound

This paper cites 2026 , url =.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement 2026 , url =

Reference 43

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c19194ca-6c64-4408-b54a-7a0fb423b165 · outbound

This paper cites WebDancer: Towards Autonomous Information Seeking Agency.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement WebDancer: Towards Autonomous Information Seeking Agency

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:47.133729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8b901640-899a-4c06-a9ea-15c7ed9b744e · outbound

This paper cites WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:47.141721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7ae2de35-6a05-4370-bc23-5c95b372bfb7 · outbound

This paper cites ZeroSearch: Incentivize the Search Capability of LLMs without Searching.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement ZeroSearch: Incentivize the Search Capability of LLMs without Searching

Reference 46

Resolution: verified exact; local_arxiv, observed 2026-06-27T09:40:47.097442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5161a797-ecee-4690-abc9-b4b1e04d5c6b · outbound

This paper cites Assisting in writing Wikipedia-like articles from scratch with large language models.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Assisting in writing Wikipedia-like articles from scratch with large language models

Reference 47

Resolution: metadata mismatch; doi, observed 2026-06-27T09:40:47.124097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ea0f73c0-8f65-409e-b581-911b6f05d9dc · outbound

This paper cites doi: 10.1038/s41586-025-09422-z.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement doi: 10.1038/s41586-025-09422-z

Reference 48

Resolution: verified exact; doi, observed 2026-06-27T09:40:47.075504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 92f00449-348e-4cd9-a5a8-371c499433bb · outbound

This paper cites Toolformer: Language Models Can Teach Themselves to Use Tools , booktitle =.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Toolformer: Language Models Can Teach Themselves to Use Tools , booktitle =

Reference 49

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 924ed92e-07b9-49a4-8d8b-ea0405d51bca · outbound

This paper cites The Twelfth International Conference on Learning Representations,.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement The Twelfth International Conference on Learning Representations,

Reference 50

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03866229-5dc0-4e2e-bf20-f3783955ae29 · outbound

This paper cites HuggingGPT: Solving.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement HuggingGPT: Solving

Reference 51

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08c3f51f-4f19-4e7a-a24f-b2094f29ea48 · outbound

This paper cites Reflexion: language agents with verbal reinforcement learning , booktitle =.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Reflexion: language agents with verbal reinforcement learning , booktitle =

Reference 52

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77571a0d-b52b-4811-8ea2-1da92f591a21 · outbound

This paper cites MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation , booktitle =.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation , booktitle =

Reference 57

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2817b09b-830e-4daf-a808-f99119c444c6 · outbound

This paper cites WebGPT: Browser-assisted question-answering with human feedback.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement WebGPT: Browser-assisted question-answering with human feedback

Reference 58

Resolution: verified exact; local_arxiv, observed 2026-07-03T11:28:04.214707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e9295921-52e9-49c8-b4c9-03f168d72f77 · outbound

This paper cites AgentRxiv: Towards Collaborative Autonomous Research.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement AgentRxiv: Towards Collaborative Autonomous Research

Reference 63

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T11:28:04.225540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6f43cb4b-4e6e-41c5-86a5-956c42673dfe · outbound

This paper cites AI-Researcher: Autonomous Scientific Innovation.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement AI-Researcher: Autonomous Scientific Innovation

Reference 64

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T11:28:04.222929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 84bf7913-a57b-47c9-8cfd-c1b5466ae198 · outbound

This paper cites bioRxiv , year =.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement bioRxiv , year =

Reference 65

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb76cec4-4502-4341-b4d5-25b101736181 · outbound

This paper cites 2026 , howpublished =.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement 2026 , howpublished =

Reference 67

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5253c51-4408-46ec-8c8a-0b4a628e5cf7 · outbound

This paper cites 2026 , howpublished =.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement 2026 , howpublished =

Reference 68

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7617b107-6444-487f-af8a-02423656c2e5 · outbound

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

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement ResearchBench: Benchmarking LLMs in Scientific Discovery via Inspiration-Based Task Decomposition

Reference 79

Resolution: metadata mismatch; local_arxiv, observed 2026-07-03T11:28:04.228018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b8368929-804e-4aa7-b205-7e7d753100f7 · outbound

This paper cites CORE-Bench: Fostering the Credibility of Published Research Through a Computational Reproducibility Agent Benchmark.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement CORE-Bench: Fostering the Credibility of Published Research Through a Computational Reproducibility Agent Benchmark

Reference 81

Resolution: metadata mismatch; local_arxiv, observed 2026-07-03T11:28:04.220312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0a523db7-2654-4a65-a3dc-ee7931ab782e · outbound

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

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement DiscoveryBench: Towards Data-Driven Discovery with Large Language Models

Reference 82

Resolution: verified exact; arxiv_id, observed 2026-07-03T11:28:04.223288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 99e4e95a-a062-4006-b582-2b9af037c74b · outbound

This paper cites arXiv preprint arXiv:2505.19955(2025).

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement arXiv preprint arXiv:2505.19955(2025)

Reference 84

Resolution: verified exact; arxiv_id, observed 2026-07-03T11:28:04.209482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 79c64de6-dc8e-418e-9492-ee5f85418eb2 · outbound

This paper cites Browne and Edward Powley and Daniel Whitehouse and Simon M.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Browne and Edward Powley and Daniel Whitehouse and Simon M

Reference 85

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cba09861-5123-465e-90f8-3469f606f276 · outbound

This paper cites 2026 , eprint=.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement 2026 , eprint=

Reference 91

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7c33ca8-d0ac-4876-8262-2e0a7f23eda0 · outbound

This paper cites 2025 , month = mar, organization =.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement 2025 , month = mar, organization =

Reference 93

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 094a8b80-d334-46c2-8cf0-e9209b619715 · outbound

This paper cites 2026 , eprint=.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement 2026 , eprint=

Reference 97

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 263b7dcc-253e-4f63-9188-dc5942b28532 · outbound

This paper cites 2026 , eprint=.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement 2026 , eprint=

Reference 107

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23f7e28c-66c9-471b-baf1-c456566d6702 · outbound

This paper cites arXiv preprint arXiv:2512.23343 , year=.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement arXiv preprint arXiv:2512.23343 , year=

Reference 109

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:47.015175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e9486f66-ad49-43ea-8a19-5e32dd25ac7e · outbound

This paper cites The Thirteenth International Conference on Learning Representations,.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement The Thirteenth International Conference on Learning Representations,

Reference 110

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cd24bb2-faa1-4a84-86c1-0739a44f44ab · outbound

This paper cites an unresolved cited work.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Unresolved cited work

Reference 111

Resolution: parse uncertain; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbf4a70f-5afd-49a5-bec4-27e8d874c291 · outbound

This paper cites Xu and Xiangru Tang and Mingchen Zhuge and Jiayi Pan and Yueqi Song and Bowen Li and Jaskirat Singh and Hoang H.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Xu and Xiangru Tang and Mingchen Zhuge and Jiayi Pan and Yueqi Song and Bowen Li and Jaskirat Singh and Hoang H

Reference 112

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb154c4d-c346-4e24-92e4-9a603746dac2 · outbound

This paper cites Claude Code.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Claude Code

Reference 113

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1da68712-cb96-4ee9-bf5e-e15eadd891d3 · outbound

This paper cites SciMaster: Towards General-Purpose Scientific AI Agents, Part I. X-Master as Foundation: Can We Lead on Humanity's Last Exam?.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement SciMaster: Towards General-Purpose Scientific AI Agents, Part I. X-Master as Foundation: Can We Lead on Humanity's Last Exam?

Reference 114

Resolution: metadata mismatch; arxiv_id, observed 2026-06-27T09:40:47.027136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 63ca5120-9179-411c-96a6-ee7e58da9f14 · outbound

This paper cites MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering

Reference 115

Resolution: verified exact; local_arxiv, observed 2026-06-27T09:40:47.023998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 40bc2d30-00c1-42c4-89ca-a0fcea846b21 · outbound

This paper cites Toward Autonomous Long-Horizon Engineering for ML Research.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Toward Autonomous Long-Horizon Engineering for ML Research

Reference 116

Resolution: verified exact; local_arxiv, observed 2026-06-27T09:40:47.021404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7256414e-afad-4a2d-9683-8f897677b18f · outbound

This paper cites MARS: Modular Agent with Reflective Search for Automated AI Research.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement MARS: Modular Agent with Reflective Search for Automated AI Research

Reference 117

Resolution: verified exact; local_arxiv, observed 2026-06-27T09:40:47.021153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation de9f9559-3f59-4240-9449-302bfad1419c · outbound

This paper cites ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 118

Resolution: metadata mismatch; arxiv_id, observed 2026-06-27T09:40:47.024579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f8a2c866-481f-43e0-96cb-26ed4ec32759 · outbound

This paper cites Frontier-Eng: Benchmarking Self-Evolving Agents on Real-World Engineering Tasks with Generative Optimization.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Frontier-Eng: Benchmarking Self-Evolving Agents on Real-World Engineering Tasks with Generative Optimization

Reference 119

Resolution: verified exact; local_arxiv, observed 2026-06-27T09:40:47.018208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b3c5329f-9958-4a17-9fe4-79f6e6cc5bf9 · outbound

This paper cites DataMaster: Data-Centric Autonomous AI Research.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement DataMaster: Data-Centric Autonomous AI Research

Reference 120

Resolution: verified exact; local_arxiv, observed 2026-07-03T11:28:04.212244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5aede245-28b6-4528-8b1a-e426b1ca81d3 · outbound

This paper cites Automated researchers can subtly sandbag, March 2025.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Automated researchers can subtly sandbag, March 2025

Reference 121

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b571b1eb-5a03-4248-8b06-3a201dae5764 · outbound

This paper cites Memory in the Age of AI Agents.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Memory in the Age of AI Agents

Reference 122

Resolution: verified exact; local_arxiv, observed 2026-06-27T09:40:47.009408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d996186b-6a4e-44b4-bb8c-d91bc6bc7df3 · outbound

This paper cites AgentFugue: Agent Scaling for Long-Horizon Tasks through Collective Reasoning.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement AgentFugue: Agent Scaling for Long-Horizon Tasks through Collective Reasoning

Reference 123

Resolution: verified exact; local_arxiv, observed 2026-07-03T11:28:04.220610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 59fe4c1e-8836-4c2d-b3d7-06b9b24bea46 · outbound

This paper cites SAM: State-Adaptive Memory for Long-Horizon Reasoning Agent.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement SAM: State-Adaptive Memory for Long-Horizon Reasoning Agent

Reference 124

Resolution: verified exact; local_arxiv, observed 2026-07-03T11:28:04.217585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4c1829ca-3b92-4ec2-b085-f7dd111e9028 · outbound

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

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Mlagentbench: Evaluating language agents on machine learning experimentation

Reference 125

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8e4bcb6-f081-49c7-bc43-d3b5e8224472 · outbound

This paper cites AIDE: AI-Driven Exploration in the Space of Code.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement AIDE: AI-Driven Exploration in the Space of Code

Reference 126

Resolution: verified exact; local_arxiv, observed 2026-06-27T09:40:47.012207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d92b9afa-1057-4fbe-91ef-a0e1aa401f1e · outbound

This paper cites NanoGPT-Bench : NanoGPT training speedrun benchmark.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement NanoGPT-Bench : NanoGPT training speedrun benchmark

Reference 127

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3cbeaa2-0004-4387-aa3f-0633fd011d94 · outbound

This paper cites autoresearch: AI agents running research on single- GPU nanochat training automatically.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement autoresearch: AI agents running research on single- GPU nanochat training automatically

Reference 128

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eeed522f-06b0-4286-80b7-ad59832987b9 · outbound

This paper cites Measuring AI Ability to Complete Long Software Tasks.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Measuring AI Ability to Complete Long Software Tasks

Reference 129

Resolution: verified exact; arxiv_id, observed 2026-07-14T01:19:52.953392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 430c8e87-b1a5-41bc-8631-d69ab41f2455 · outbound

This paper cites Meta-Harness: End-to-End Optimization of Model Harnesses.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Meta-Harness: End-to-End Optimization of Model Harnesses

Reference 130

Resolution: verified exact; local_arxiv, observed 2026-06-27T09:40:47.047466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9d0fe147-0e55-4bca-8826-8cf9b848e122 · outbound

This paper cites The FM Agent, February 2026.https://arxiv.org/abs/2510.26144.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement The FM Agent, February 2026.https://arxiv.org/abs/2510.26144

Reference 131

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:47.030226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 148d93e5-0409-463f-97ba-88294612d7d9 · outbound

This paper cites Agentic Harness Engineering: Observability-Driven Automatic Evolution of Coding-Agent Harnesses.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Agentic Harness Engineering: Observability-Driven Automatic Evolution of Coding-Agent Harnesses

Reference 132

Resolution: verified exact; local_arxiv, observed 2026-06-27T09:40:46.980607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5f3f8e1f-4961-4ae5-b2e6-7a54210ca862 · outbound

This paper cites CoRR , volume =.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement CoRR , volume =

Reference 133

Resolution: metadata mismatch; arxiv_id, observed 2026-06-27T09:40:46.975647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 91775afc-beda-41fb-a1b2-cc7928ae5b2e · outbound

This paper cites ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement ML-Master: Towards AI-for-AI via Integration of Exploration and Reasoning

Reference 134

Resolution: metadata mismatch; arxiv_id, observed 2026-06-27T09:40:46.991899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 987dc342-0a85-40c2-8db6-d6d108e53ed7 · outbound

This paper cites Autoharness: improving llm agents by automatically synthesizing a code harness.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Autoharness: improving llm agents by automatically synthesizing a code harness

Reference 135

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:47.036892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3acb86d9-3e0e-4bda-90ef-c5a0d2e43fc5 · outbound

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

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 136

Resolution: metadata mismatch; local_arxiv, observed 2026-06-27T09:40:46.975414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ad71462a-6bd9-420b-b6b3-a92f3519e68c · outbound

This paper cites Terminal-Bench: Benchmarking Agents on Hard, Realistic Tasks in Command Line Interfaces.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Terminal-Bench: Benchmarking Agents on Hard, Realistic Tasks in Command Line Interfaces

Reference 137

Resolution: metadata mismatch; local_arxiv, observed 2026-06-27T09:40:46.978100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 10f61a0a-4e80-4aeb-b20a-81abf6dbbf3f · outbound

This paper cites Kapso: A knowledge- grounded framework for autonomous program synthesis and optimization.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Kapso: A knowledge- grounded framework for autonomous program synthesis and optimization

Reference 138

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:47.003124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ec2ef192-e0f6-4842-8eec-f4abb5de5566 · outbound

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

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement AlphaEvolve: A coding agent for scientific and algorithmic discovery

Reference 139

Resolution: metadata mismatch; local_arxiv, observed 2026-06-27T09:40:46.994788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation df11f3ba-8c68-4ac1-9a5f-64d1808a9296 · outbound

This paper cites Codex CLI.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Codex CLI

Reference 140

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 694963e2-fb0d-4a51-8501-ff71ea9f1d96 · outbound

This paper cites O'Brien and Carrie Jun Cai and Meredith Ringel Morris and Percy Liang and Michael S.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement O'Brien and Carrie Jun Cai and Meredith Ringel Morris and Percy Liang and Michael S

Reference 141

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:46.937223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1dde0b5d-5cca-40f8-a9a9-2bab71613ce5 · outbound

This paper cites K., Krupke, D., Kidger, P., Sajed, T., Stellato, B., Park, J., et al.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement K., Krupke, D., Kidger, P., Sajed, T., Stellato, B., Park, J., et al

Reference 142

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:40:46.967782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation fdcfd9c7-0c66-4014-b52e-675a4aa3cf05 · outbound

This paper cites MLE-Dojo: Interactive Environments for Empowering LLM Agents in Machine Learning Engineering.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement MLE-Dojo: Interactive Environments for Empowering LLM Agents in Machine Learning Engineering

Reference 143

Resolution: metadata mismatch; arxiv_id, observed 2026-06-27T09:40:46.997725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8c034074-d4bf-44ce-82dd-dd729ef9d758 · outbound

This paper cites Toolllm: Facilitating large language models to master 16000+ real-world apis.

Toward Generalist Autonomous Research via Hypothesis-Tree Refinement Toolllm: Facilitating large language models to master 16000+ real-world apis

Reference 144

Resolution: unresolved; no resolver link, observed 2026-06-27T09:34:41.800309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation c0ad3597-e855-4609-af88-347b4f1cc2c6 · inbound

Toward Auditable AI Scientists: A Hypothesis Evolution Protocol for LLM Agents cites this paper.

Toward Auditable AI Scientists: A Hypothesis Evolution Protocol for LLM Agents Toward Generalist Autonomous Research via Hypothesis-Tree Refinement

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-13T04:47:57.575546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbdf131e-0667-4586-9bdc-80047d301567 · inbound

Towards Autonomous and Auditable Medical Imaging Model Development cites this paper.

Towards Autonomous and Auditable Medical Imaging Model Development Toward Generalist Autonomous Research via Hypothesis-Tree Refinement

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-14T11:05:51.130839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a36b348f-eb47-499d-acec-467213b2d1ae · inbound

Mathematical Discovery in the Wild: AI-Guided Proofs in Banach Space Theory cites this paper.

Mathematical Discovery in the Wild: AI-Guided Proofs in Banach Space Theory Toward Generalist Autonomous Research via Hypothesis-Tree Refinement

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-01T18:16:47.462554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f9c3bc9-471b-404e-ab48-8530d11ba0cc · inbound

Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation cites this paper.

Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Toward Generalist Autonomous Research via Hypothesis-Tree Refinement

Reference 42

Resolution: metadata mismatch; local_arxiv, observed 2026-08-04T23:25:12.081761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e099c1fe-77ff-46c6-9bee-f2b4a8098fcc · inbound

Fetch-then-Explore: Decoupling Selection from Extraction over a Persistent Workspace for Search Agents cites this paper.

Fetch-then-Explore: Decoupling Selection from Extraction over a Persistent Workspace for Search Agents Toward Generalist Autonomous Research via Hypothesis-Tree Refinement

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-04T15:12:55.681064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b945044-d743-49b5-93fd-3ae122b7c994 · inbound

Argus: A General-Purpose Agentic Runtime for Long-Horizon Reasoning cites this paper.

Argus: A General-Purpose Agentic Runtime for Long-Horizon Reasoning Toward Generalist Autonomous Research via Hypothesis-Tree Refinement

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T04:16:45.584075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.