Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-25T04:46:43.679185Z
Paper Citation Record · LEDGER
As of 12 August 2026, this Paper Citation Record lists 100 of 180 outbound references and 5 inbound Pith citation observations for arXiv:2605.23204.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-25T04:46:43.679185Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T07:06:12.362452Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-03T14:08:22.394936Z
100 of 180 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation bdcf7739-95bd-45a2-9fa0-a8685d642a18 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery LLM4SR: A Survey on Large Language Models for Scientific Research
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0a972c99-a53b-43b4-982a-d10841071604 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Highly accurate protein structure pre- diction with alphafold.nature, 596(7873):583–589
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1737c47e-a596-4219-91ef-26b5e773be46 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 52359dc9-3598-4937-8fd2-8f07903924e2 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery From ai for science to agentic science: A survey on autonomous scientific discovery
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 079ba082-73ed-4237-92de-d3c388b86f95 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Evolving Roles of LLMs in Scientific Innovation: Assistant, Collaborator, Scientist, and Evaluator
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c5a88bac-34e5-45ac-9f2e-e0c208424a7c · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery From automation to autonomy: A survey on large language models in scientific discovery
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation caecc280-8716-4394-8e91-ecc9ff771bec · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Ai for science: Opportunities, challenges, and future directions.Authorea Preprints
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation fb43ca11-fbb1-42cd-8171-4e3c71cc1f57 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery A process-centric survey of ai for scientific discovery through the exhyte framework
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 915ce701-7904-409e-a627-923962a0fed7 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery 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 2026-08-12T06:34:41.77262+00:00.
Observation f62fec52-af04-4e97-b6a2-01f1a7fcc429 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c69edb3a-abc2-462a-9394-8d023d6e8985 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Curie: Toward Rigorous and Automated Scientific Experimentation with AI Agents
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 509b079b-e52d-47dc-9c41-143216bda3d7 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Piflow: Principle-aware scientific discovery with multi-agent col- laboration
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 123b3f9e-8adc-41fc-a183-1cff2e9fdc76 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Large language models for automated scholarly paper review: A survey.Information Fusion, 124:103332
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c343cb5b-aeca-4859-8c61-6275a2010705 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery A Vision for Auto Research with LLM Agents
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b30f06f8-a32d-4780-983f-e0cb4dad5a3a · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery LitLLM: A Toolkit for Scientific Literature Review
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation db5e2928-4a39-45b7-a904-62008dcbe74a · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Openscholar.https://github.com/AkariAsai/OpenScholar
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 234a736f-996f-43e6-af5c-bf7efc0f7aad · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Language agents achieve superhuman synthesis of scientific knowledge
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 82afd193-0697-46e1-85f7-a7414d0cb133 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Paperqa2.https://github.com/Future-House/paper-qa
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 39e8d122-51bb-4b3c-894e-c89faf6396c4 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Openhands: An open platform for ai software developers as generalist agents
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 710256f5-4ad1-4037-9836-a41a6f5bb040 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Aider.https://github.com/Aider-AI/aider
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f13ae30e-a1cd-4f82-a2f9-8c85c0d97919 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Swe-agent.https://github.com/SWE-agent/SWE-agent
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 78bf2c45-4de3-4fc4-adb9-82ff65b972a9 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Agent laboratory.https://github.com/SamuelSchmidgall/ AgentLaboratory
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 11ae32bb-f6c3-41b0-aee9-ce149d0f002a · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Ai-researcher.https://github.com/HKUDS/AI-Researcher
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3a51ca34-67ca-4c57-8a01-fc251975ec88 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Auto-claude-code-research-in-sleep (aris).https://github.com/wanshuiyin/ Auto-claude-code-research-in-sleep
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9a9bd52c-0d5b-4a84-a2a3-4f4a80e09fc1 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Nanoresearch
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 61cd5faf-f695-4519-a937-772ed3a1b6dc · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Airs-bench: a suite of tasks for frontier ai research science agents
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3d31b126-e3a3-473a-8a3b-f5fb6b4cfc6e · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery When AI Co-Scientists Fail: SPOT-a Benchmark for Automated Verification of Scientific Research
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 172943df-0331-481e-b85a-f73a214a03be · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Controla: Agentic workflow control mechanisms for reliable science
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 28cd51b1-fd79-475a-808a-9948a9c62d9f · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery How Far Are AI Scientists from Changing the World?
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 31d1b4d1-60ea-4917-bb92-7e66670a5d90 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery A survey of ai scientists
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation acaf9142-355b-46a0-b943-a79e0cc8b24b · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery AI4Research: A Survey of Artificial Intelligence for Scientific Research
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9168e43b-432d-4f59-af21-05e7d539c7d3 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Routledge
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5a5da121-f424-4fa3-a826-85d84f3286bc · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery University of Chicago press Chicago
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation bd9f38d0-3eed-4716-ba4c-bc23d1377c2e · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery University of Chicago press
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation cd04111d-eae4-42ca-be1e-7e5043f58d0d · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Peer review of gpt-4 technical report and systems card.PLOS digital health, 3(1):e0000417
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3174cc43-526f-4fce-b2f3-62cd2b362500 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e6b016d3-007c-437b-816e-54ede5fa47a1 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Openhands.https://github.com/All-Hands-AI/OpenHands
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9f5ab9ce-8da1-43d9-bed0-ba427a3a6889 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Towards an AI co-scientist
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ee9bc6eb-e89b-41e8-9f77-25d0eb2bcae9 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Build your personalized research group: A multiagent framework for continual and interactive science automation
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 93948083-7ac3-43a5-9b42-81ed923bd252 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Evaluating sakana’s ai scientist: Bold claims, mixed results, and a promising future? InACM SIGIR Forum, volume 59, pages 1–20
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d03ecddd-a861-41f3-bbac-bb0c49f58f7f · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Can ai conduct autonomous scientific research? case studies on two real-world tasks.bioRxiv, pages 2026–01
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2f7099de-76b2-4771-a17a-496e9e6562a9 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery The more you automate, the less you see: Hidden pitfalls of ai scientist systems
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3c6fa539-37cc-4ab9-876e-a148d8e466f3 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Autonomous ‘self-driving’laboratories: a review of technology and policy implications.Royal Society Open Science, 12(7):250646
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 73f7c695-4640-4994-954a-4766dfe95876 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Empowering biomedical discovery with ai agents.Cell, 187(22):6125–6151
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 88e7b3af-18f6-4b71-9bd4-adfe62d6956e · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Ai-researcher: Autonomous scientific innovation
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1a6bf5be-cf50-4c05-b97e-7263f27b3096 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Perspective on utilizing foundation models for laboratory automation in materials research.Science and Technology of Advanced Materials: Methods, 5(1):2582379
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4b59bf84-9aa2-4ecf-af37-045cf604e22f · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Agents for self-driving laboratories applied to quantum computing
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2582d8c3-2f51-48b6-9c6d-f0c9e555941c · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Hy- per: Literature-grounded hypothesis generation and distillation with provenance
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b30993c8-e0bb-4a1f-b715-886091ecbdf2 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Bioplanner: automatic evaluation of llms on protocol planning in biology
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ee25c4b6-60b5-4188-a966-8f9e693c37db · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Researchagent: Iterative research idea generation over scientific literature with large language models
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1136189a-4ddc-4714-867f-6ffef0a54647 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Omniscientist: Toward a co-evolving ecosystem of human and ai scientists
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 13a1aace-3097-4bc7-b429-5f95c0b2df5f · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Codescientist: End-to-end semi-automated scien- tific discovery with code-based experimentation
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9691adc6-f21e-4dcd-9295-a5490121176c · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Autonomous Agents for Scientific Discovery: Orchestrating Scientists, Language, Code, and Physics
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4570abe9-1c4e-4ed3-bbea-3b93fedfca6c · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Auto-Discovery-Bench: Diagnosing Structured State Tracking in Oracle-Guided Discovery
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6695eb15-9421-42f1-85d1-ba5ef6d72ecf · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery BioDSA-1K: Benchmarking Data Science Agents for Biomedical Research
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation fcbbcd39-7d85-45c5-90c6-17ffaa4d8414 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery ResearchBench: Benchmarking LLMs in Scientific Discovery via Inspiration-Based Task Decomposition
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7430d0fd-6313-4fa4-b62f-e027314db454 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery ResearcherBench: Evaluating Deep AI Research Systems on the Frontiers of Scientific Inquiry
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d5e1e743-a180-4c50-90e9-90b873888ccf · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery autoresearch.https://github.com/karpathy/autoresearch
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b3d15853-ff87-4300-8f7f-6807e8bdf98f · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Deerflow.https://github.com/bytedance/deer-flow
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ac11d4d8-c45f-418e-8dfc-7d590fb9af76 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Open deep research.https://github.com/langchain-ai/open_deep_ research
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4941b783-7a6a-4993-9506-ba7a364f94c3 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Automated scientific discov- ery: from equation discovery to autonomous discovery systems.Machine Learning, 115(5):109
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d5117360-3574-476b-adcf-152c71e2a9b4 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Agent4S: The Transformation of Research Paradigms from the Perspective of Large Language Models
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d6ee8907-b026-4b55-8359-9849f9863b1e · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Columbia university press
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e7eb7503-7731-42a3-8d6d-6e6cdd37d53a · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Functional genomic hypothesis generation and experimentation by a robot scientist.Nature, 427(6971):247–252
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4ab24983-b417-4158-b311-b01cd41228c9 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Ai feynman: A physics-inspired method for symbolic regression
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 816e34f8-eb2e-479e-a594-a76d2cb01207 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Storm.https://github.com/stanford-oval/storm
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation abda4cb9-43aa-4eaa-b7dc-bb20fbe47534 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation cf1d5e24-a403-48dc-a641-aea82b853f37 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Deep research arena: The first exam of llms’ research abilities via seminar-grounded tasks
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0004c6b8-44c4-45fb-b284-c8080155afcd · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Gpt researcher.https://github.com/assafelovic/gpt-researcher
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b5f5008a-571a-447b-9b7f-bad3f826eb42 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Tongyi deepresearch.https://github.com/Alibaba-NLP/DeepResearch
Reference 70
Source-reported events for the cited work
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Observation 26ac151c-36cd-4978-bcd2-10e75b3d112a · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Autonomous chemical research with large language models.Nature, 624(7992):570–578
Reference 71
Source-reported events for the cited work
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Observation ae653137-846f-4759-b70a-bb156b6b9bf3 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery An autonomous laboratory for the accelerated synthesis of inorganic materials.Nature, 624(7990):86
Reference 72
Source-reported events for the cited work
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Observation 0e9c5a47-d56d-4235-8d1c-781d61174823 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Cy- cleresearcher: Improving automated research via automated review
Reference 73
Source-reported events for the cited work
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Observation 7d64f42c-99d7-4384-b1bf-4561b207d317 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Mlr-copilot: Autonomous machine learning research based on large language models agents
Reference 74
Source-reported events for the cited work
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Observation cbd9fc38-4163-4cec-aa09-ad45d86aea51 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery R&d-agent: An llm-agent framework towards autonomous data science
Reference 75
Source-reported events for the cited work
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Observation 7b5b81c6-6aa1-495e-b2fc-db91c5ac2e62 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery AIGS: Generating Science from AI-Powered Automated Falsification
Reference 76
Source-reported events for the cited work
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Observation 60ace362-e0e9-4c80-bb07-d315768b8862 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery The virtual lab of ai agents designs new sars-cov-2 nanobodies.Nature, 646(8085):716–723
Reference 77
Source-reported events for the cited work
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Observation b73f2890-59fc-477a-969a-7620960e3900 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Sciagents: automating scientific discovery through bioinspired multi-agent intelligent graph reasoning.Advanced Materials, 37(22):2413523
Reference 78
Source-reported events for the cited work
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Observation ae029197-3c9d-43e6-a9ca-8a179de5a86c · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Sciscigpt: advancing human–ai collaboration in the science of science.Nature Computational Science, 6(3):301–315
Reference 79
Source-reported events for the cited work
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Observation f7543dc3-f250-4be8-a503-3ab5b3ac5479 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Szostkiewicz, Dmytro Shved, Gavin J
Reference 80
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e818f9d6-e145-4e83-93b2-0d04b2c424bc · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery AgentRxiv: Towards Collaborative Autonomous Research
Reference 81
Source-reported events for the cited work
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Observation 97ef6111-62fb-489f-b4b6-2253f0c51ef9 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Hler: Human-in-the-loop economic research via multi-agent pipelines for empir- ical discovery
Reference 82
Source-reported events for the cited work
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Observation bf333b42-5633-42d7-8f83-b8d6a2dedf07 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Unresolved cited work
Reference 83
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4804c969-d128-48af-9f21-83b41d0d1e53 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Unresolved cited work
Reference 84
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0f10629c-c113-4077-908a-1f98ab052a97 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Idea2paper.https://github.com/AgentAlphaAGI/Idea2Paper
Reference 85
Source-reported events for the cited work
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Observation a4b0561c-29bb-4f93-b248-70d0aa4e7e1f · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery AlphaEvolve: A coding agent for scientific and algorithmic discovery
Reference 86
Source-reported events for the cited work
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Observation 68dafb2b-d4ab-484c-9ae3-e70a2ee63381 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery CoRR , volume =
Reference 87
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation fd1dcfa7-d73c-4e84-86ad-9fca6e5fff95 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Internagent-1.5: A unified agentic framework for long-horizon autonomous scientific discovery
Reference 88
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ce13785a-28db-4d65-b271-17f81d1f974b · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Kosmos: An AI Scientist for Autonomous Discovery
Reference 89
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c7ecf7d3-c9a7-4118-96f0-fa6726763912 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Researchclaw.https://github.com/ymx10086/ResearchClaw
Reference 90
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3611d7a3-2b0d-414a-8e00-a2c4a4f757d5 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Scienceclaw.https://github.com/beita6969/ScienceClaw
Reference 91
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f2032f6d-71a2-4dc9-8339-b8a7b74a064a · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Autoresearchclaw: Fully autonomous research from idea to paper
Reference 92
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 115ab3a7-f4ca-4994-9119-fc9fb8bc06f6 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Evoscientist: Towards multi-agent evolving ai scientists for end-to-end scientific discovery
Reference 93
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 81306a0b-d49e-4e33-b5b8-19ae2324604f · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery NeuroClaw Technical Report
Reference 94
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation af9a004a-ffce-4e65-9eab-e0b99958d67f · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery McLean, Peter Norgaard, Zahra Shamsi, David Smalling, James Thompson, Subhashini Venugopalan, Brian P
Reference 95
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4d64b97b-8781-4b8d-acf9-52addbcdd093 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery FIRE-Bench: Evaluating AI Agents on the Rediscovery of Scientific Insights
Reference 96
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 728f48ff-ca71-422f-ae61-89ee76c63c5a · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Autonomous llm-driven research—from data to human-verifiable research papers.NEJM AI, 2(1):AIoa2400555
Reference 97
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 730548af-6931-4c37-b9ba-75153180e35b · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Rethinking the ai scientist: Interactive multi-agent workflows for scientific discovery
Reference 98
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5461038b-3e93-4124-aaed-8dda41015f94 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Agent laboratory: Using llm agents as research assistants.Findings of the Association for Computational Linguistics: EMNLP 2025, pages 5977–6043
Reference 99
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d9068f62-6edf-4dea-b57a-01d799394008 · outbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Human-LLM Compound System for Scientific Ideation through Facet Recombination and Novelty Evaluation
Reference 100
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c0ae33b5-7c77-453e-b4b5-a0a6175a10c2 · inbound
(Human) Attention Is (Still) All You Need: Human oversight makes AI-assisted social science reliable AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f3e644e7-d1f7-4832-ae47-7dc5b897217e · inbound
Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery
Reference 58
Source-reported events for the cited work
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Observation a774b406-d4bf-4a0f-85af-287001b21540 · inbound
Confining Nondeterminism: AI-Driven Research Systems as DBMSs for Reliable, Non-Wasteful, Transparent, and Collaborative Research [Vision] AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery
Reference 19
Source-reported events for the cited work
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Observation b475bce5-5fb1-4214-a3c6-65d02a270c33 · inbound
Cura 1T: Specialized Model for Agentic Healthcare AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a5a478a-3239-4def-b91e-77c20ea8029c · inbound
A Vocabulary for Multi-Agent Automated Research Systems AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.