Paper Citation Record · LEDGER

AI for Auto-Research: Roadmap & User Guide

As of 4 August 2026, this Paper Citation Record lists 100 of 271 outbound references and 8 inbound Pith citation observations for arXiv:2605.18661.

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

pith.paper-citation-record.v1
2605.18661 v2

Coverage vector

measured 100 of 271 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T13:43:37.733128Z

measured 108 of 108 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T01:08:32.657400Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T13:49:51.423665Z

Reference resolution

100 of 271 outbound references displayed

verified exact0
verified fuzzy0
unresolved100
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 58d4088e-adc7-48b8-aa4b-4317f3372df3 · outbound

This paper cites Abramson, J.

AI for Auto-Research: Roadmap & User Guide Abramson, J

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.638414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b40a947a-01c2-4b01-bd90-dd675805e366 · outbound

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

AI for Auto-Research: Roadmap & User Guide LitLLM: A Toolkit for Scientific Literature Review

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.642197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f2dba31-af97-4b48-9345-b66b6bbace9f · outbound

This paper cites PASS: Presentation Automation for Slide Generation and Speech.

AI for Auto-Research: Roadmap & User Guide PASS: Presentation Automation for Slide Generation and Speech

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.646003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a9b993b-b7f2-44da-89f6-10273f958230 · outbound

This paper cites Ajith, M.

AI for Auto-Research: Roadmap & User Guide Ajith, M

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.649272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bdf4ef1-71e4-433e-86eb-e2b10a63bea4 · outbound

This paper cites FutureGen: A RAG-based Approach to Generate the Future Work of Scientific Article.

AI for Auto-Research: Roadmap & User Guide FutureGen: A RAG-based Approach to Generate the Future Work of Scientific Article

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.652393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2334f537-2e62-4c9e-b410-1beb579e3e3c · outbound

This paper cites Al Azher, Z.

AI for Auto-Research: Roadmap & User Guide Al Azher, Z

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.656183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 536986d8-43fe-4245-9e1f-d2a11017cb10 · outbound

This paper cites Tongyi DeepResearch: An agentic LLM for long-horizon deep information seeking.

AI for Auto-Research: Roadmap & User Guide Tongyi DeepResearch: An agentic LLM for long-horizon deep information seeking

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.659062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55861a8d-0f33-4116-a8d4-ba3d3f808d6d · outbound

This paper cites FARS: Fully automated research system.https://analemma.ai/blog/introducing-fars, 2026.

AI for Auto-Research: Roadmap & User Guide FARS: Fully automated research system.https://analemma.ai/blog/introducing-fars, 2026

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.661894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05cc2d4d-8fdb-4e7a-8cca-6eba4936a124 · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.665065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e79b882-7ada-4fb6-ba9b-9578cee48484 · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.667852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c9abd0d-9414-456a-88dd-ee385579a491 · outbound

This paper cites Beger and C.-L.

AI for Auto-Research: Roadmap & User Guide Beger and C.-L

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.670715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3a5123c-8e97-45d1-887b-1166c04956b2 · outbound

This paper cites Belouadi, A.

AI for Auto-Research: Roadmap & User Guide Belouadi, A

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.673177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b2449d8-ea4c-494a-8f12-b1838bed8ee5 · outbound

This paper cites Belouadi, S.

AI for Auto-Research: Roadmap & User Guide Belouadi, S

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.675705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 791a6f44-8c16-4126-b471-5681218ae94c · outbound

This paper cites 228 hours of non-stop work to produce 100 papers, burning through 11.4 billion tokens: Fars has gone crazy.https://eu.36kr.com/en/p/3696795271966336, 2026.

AI for Auto-Research: Roadmap & User Guide 228 hours of non-stop work to produce 100 papers, burning through 11.4 billion tokens: Fars has gone crazy.https://eu.36kr.com/en/p/3696795271966336, 2026

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.678506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e861476-b94a-4c60-b2e8-427a2ca71781 · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.681708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ac537d3-2417-489f-aab5-8c89ceb7a133 · outbound

This paper cites Bragg, M.

AI for Auto-Research: Roadmap & User Guide Bragg, M

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.684883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 998f8224-77db-4775-a932-0896b651fd9d · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.690142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ea72d01-7226-4ff0-bb28-62e10742cc3d · outbound

This paper cites DeerFlow: A deep research framework orchestrating sub-agents, memory, and sandboxes.https: //github.com/bytedance/deer-flow, 2025.

AI for Auto-Research: Roadmap & User Guide DeerFlow: A deep research framework orchestrating sub-agents, memory, and sandboxes.https: //github.com/bytedance/deer-flow, 2025

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.704080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ccec75d-ea3b-4cd0-b529-5b5dd929b526 · 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?.

AI for Auto-Research: Roadmap & User Guide SciMaster: Towards General-Purpose Scientific AI Agents, Part I. X-Master as Foundation: Can We Lead on Humanity's Last Exam?

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.717977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6dd84c2-3951-4408-b5e0-8bfeb3906f9d · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.729506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a338aa1c-64e4-4f48-957d-18eb9b046353 · outbound

This paper cites Chen and I.

AI for Auto-Research: Roadmap & User Guide Chen and I

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.743327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0fbd0de-2f6c-4bc9-b360-088a6cf9b4af · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.754926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0561cf22-9efb-45ad-a7ca-7fe57068c157 · outbound

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

AI for Auto-Research: Roadmap & User Guide Toward Autonomous Long-Horizon Engineering for ML Research

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.760446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 721db08a-8fcf-4368-9502-2a619562337c · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.770588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 105250cb-a9ea-46ac-855c-42bd71d5982d · outbound

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

AI for Auto-Research: Roadmap & User Guide XtraGPT: Context-Aware and Controllable Academic Paper Revision via Human-AI Collaboration

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.784477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f089458-9e96-460d-964e-c6ba380d9a35 · outbound

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

AI for Auto-Research: Roadmap & User Guide AI4Research: A Survey of Artificial Intelligence for Scientific Research

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.799207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3945ec9f-968d-47ce-97ad-438c9202aa46 · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.815534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b64232bd-3433-43d8-979c-80365cdf8b75 · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.833362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 333b33a2-f833-491d-a142-599d3788ed38 · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.838442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8dfe2493-30ab-4d6d-bfc9-0e06822e1965 · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.847762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca6e5d6a-33a7-47c6-bc0e-3a0ba5bccf4e · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.858787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65e46ee2-7bd5-4898-b7fd-3311852349d5 · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.878912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4de607f1-2ad1-47a6-b288-e54eb656c128 · outbound

This paper cites PosterForest: Hierarchical Multi-Agent Collaboration for Scientific Poster Generation.

AI for Auto-Research: Roadmap & User Guide PosterForest: Hierarchical Multi-Agent Collaboration for Scientific Poster Generation

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.898582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ffd4087-503c-44cd-ab0e-48cbf75ab055 · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.913822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41f21604-1a15-45a6-ae69-920def65b79a · outbound

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

AI for Auto-Research: Roadmap & User Guide MARG: Multi-Agent Review Generation for Scientific Papers

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.929066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f560e7f-bd8a-4f3c-8576-d5d3637673f6 · outbound

This paper cites De Ponte.

AI for Auto-Research: Roadmap & User Guide De Ponte

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.936318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 311134f0-7ca3-4a19-90ff-6b762e1931c3 · outbound

This paper cites SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?.

AI for Auto-Research: Roadmap & User Guide SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.945342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d985e89-4b89-4993-a3b8-b9dc58c487ec · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:32.956953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9daecd70-5b89-463c-8579-e17c0b9ea9d3 · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:33.023564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4713ee0e-4bba-4bbb-8136-2e61b269294c · outbound

This paper cites One Interaction Is Worth a Thousand Guesses: Benchmarking the Interactive Capabilities of Deep Research Agents.

AI for Auto-Research: Roadmap & User Guide One Interaction Is Worth a Thousand Guesses: Benchmarking the Interactive Capabilities of Deep Research Agents

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:33.118387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 738d4650-e8b8-4982-9f1c-ae3f8e1c9263 · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:33.217588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dc1fa96-cdaf-4033-ad81-42d24445b151 · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:33.318380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6e5f4e4-db89-4392-800b-5538f05d1477 · outbound

This paper cites ReviewAgents: Bridging the Gap Between Human and AI-Generated Paper Reviews.

AI for Auto-Research: Roadmap & User Guide ReviewAgents: Bridging the Gap Between Human and AI-Generated Paper Reviews

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:33.382302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8876be10-f2fa-4d0d-a3ae-03c3da6faa86 · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:33.444896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bea26c7-dee9-41cf-a96f-fc1b74cdcc8c · outbound

This paper cites Reviewer2: Optimizing Review Generation Through Prompt Generation.

AI for Auto-Research: Roadmap & User Guide Reviewer2: Optimizing Review Generation Through Prompt Generation

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:33.512328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77b97b35-949a-479a-8120-42fdf666622c · outbound

This paper cites Let's Use ChatGPT To Write Our Paper! Benchmarking LLMs To Write the Introduction of a Research Paper.

AI for Auto-Research: Roadmap & User Guide Let's Use ChatGPT To Write Our Paper! Benchmarking LLMs To Write the Introduction of a Research Paper

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:33.600315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88910f38-89a3-411d-855c-632a664208aa · outbound

This paper cites Garikaparthi, M.

AI for Auto-Research: Roadmap & User Guide Garikaparthi, M

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:33.679379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c1c1a4e-c73b-4180-bd43-ed34a331a4a5 · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:33.763932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5dcf041d-964f-44a2-88e9-b847f900e7a3 · outbound

This paper cites SciAgents: Automating scientific discovery through multi-agent intelligent graph reasoning.

AI for Auto-Research: Roadmap & User Guide SciAgents: Automating scientific discovery through multi-agent intelligent graph reasoning

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:33.834538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b9dfe18-177b-4407-bc23-762cafbfa85c · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:33.886433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e327c405-4701-44fc-9a71-190e6c0e8bab · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:33.953635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc5bfae1-3419-4e5f-937a-a177c6658fa5 · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:34.006691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51d6033a-9426-4bf9-9f08-2035e1f9a838 · outbound

This paper cites PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback.

AI for Auto-Research: Roadmap & User Guide PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:34.134626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14d33c2e-e362-46a9-957b-2932e0a9615e · outbound

This paper cites Towards an AI co-scientist.

AI for Auto-Research: Roadmap & User Guide Towards an AI co-scientist

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:34.201089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0768457d-3af7-432a-98fb-629be80d7b02 · outbound

This paper cites ScholarPeer: A Context-Aware Multi-Agent Framework for Automated Peer Review.

AI for Auto-Research: Roadmap & User Guide ScholarPeer: A Context-Aware Multi-Agent Framework for Automated Peer Review

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:34.294100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a3792ac-d54b-40b4-9e81-76eac3cefc25 · outbound

This paper cites Greisinger and S.

AI for Auto-Research: Roadmap & User Guide Greisinger and S

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:34.392801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89ed8df9-1480-4574-bae0-b29eaf51b737 · outbound

This paper cites LLMs can Realize Combinatorial Creativity: Generating Creative Ideas via LLMs for Scientific Research.

AI for Auto-Research: Roadmap & User Guide LLMs can Realize Combinatorial Creativity: Generating Creative Ideas via LLMs for Scientific Research

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:34.486315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf578ee1-1679-41f2-8d97-fcb9d5c14e39 · outbound

This paper cites DS-Agent: Automated Data Science by Empowering Large Language Models with Case-Based Reasoning.

AI for Auto-Research: Roadmap & User Guide DS-Agent: Automated Data Science by Empowering Large Language Models with Case-Based Reasoning

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:34.559307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1035d422-7995-44fe-b4f1-c50c862bef71 · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:34.643093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dd54cc7-6af3-47a5-bf2f-7e30dde66550 · outbound

This paper cites DRPG (Decompose, Retrieve, Plan, Generate): An Agentic Framework for Academic Rebuttal.

AI for Auto-Research: Roadmap & User Guide DRPG (Decompose, Retrieve, Plan, Generate): An Agentic Framework for Academic Rebuttal

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:34.728462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fba03bd-95e2-452d-9088-4e329c779bc2 · outbound

This paper cites an unresolved cited work.

AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:34.795065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84ec0a2d-52f7-4539-ab9a-1f5d386c1ce7 · outbound

This paper cites PaSa: An LLM Agent for Comprehensive Academic Paper Search.

AI for Auto-Research: Roadmap & User Guide PaSa: An LLM Agent for Comprehensive Academic Paper Search

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:34.894459Z

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Unavailable: canonical work link unavailable.

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Reference 63

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Reference 64

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Observation cce34e1f-4911-43cf-89d0-8893940c8e38 · outbound

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Reference 65

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Reference 66

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Reference 67

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Reference 68

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Reference 69

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Reference 70

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Reference 71

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Observation f93708b1-a4f0-46e6-8f47-782617267b49 · outbound

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Reference 72

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Observation ccd6abbb-4827-4e18-a819-09e065cd63e5 · outbound

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Reference 73

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Reference 74

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AI for Auto-Research: Roadmap & User Guide Idahl and Z

Reference 75

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AI for Auto-Research: Roadmap & User Guide Jansen, M.-A

Reference 76

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Observation 2da73303-e37b-46d0-ac2d-ef0ed916bddb · outbound

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AI for Auto-Research: Roadmap & User Guide Jansen, O

Reference 77

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Observation 58dc7bea-499f-4221-ac69-be7b6a10398d · outbound

This paper cites HindSight: EvaluatingLLM-generatedresearchideasviafutureimpact.arXiv preprint arXiv:2603.15164, 2026.

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Reference 78

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Observation 9e1f03ea-4ff4-4c0b-8dc7-62322435fc80 · outbound

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AI for Auto-Research: Roadmap & User Guide Jiang, Y

Reference 79

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Observation 63667109-758b-43c5-b43b-d59a62b2facc · outbound

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AI for Auto-Research: Roadmap & User Guide Jiang and A

Reference 80

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AI for Auto-Research: Roadmap & User Guide AIDE: AI-Driven Exploration in the Space of Code

Reference 81

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Observation 597a4303-d215-4811-878e-319004ada1c2 · outbound

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AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 82

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Observation d96cbaa2-6e20-4a12-95db-d32a35e4e693 · outbound

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AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 83

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Observation d926e0e7-5b2c-42a9-ad5f-6772e945dcc8 · outbound

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AI for Auto-Research: Roadmap & User Guide Talk to Your Slides: High-Efficiency Slide Editing via Language-Driven Structured Data Manipulation

Reference 84

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Observation 67477501-5c6c-4d61-bcc3-77ce1103d382 · outbound

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AI for Auto-Research: Roadmap & User Guide Kale and V

Reference 85

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Observation 170c4246-842a-4acd-8266-4bfa71368f96 · outbound

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AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 86

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Observation 604d61eb-8350-4bf8-85ee-da5359db29ea · outbound

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AI for Auto-Research: Roadmap & User Guide Karpathy

Reference 87

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Observation 6b13c7a9-7268-4a76-88d5-fab9889027f2 · outbound

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AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 88

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Observation d52babc9-3ef6-441f-a3d0-f461d1a3fb11 · outbound

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AI for Auto-Research: Roadmap & User Guide Towards a Science of Scaling Agent Systems

Reference 89

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Observation 15ead839-4506-4a4f-9053-562592957af9 · outbound

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AI for Auto-Research: Roadmap & User Guide Kobak, R

Reference 90

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Observation 71df8c56-de8e-4b0a-b476-b57abd2d3fce · outbound

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AI for Auto-Research: Roadmap & User Guide Curie: Toward Rigorous and Automated Scientific Experimentation with AI Agents

Reference 91

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Observation 5137f28b-aa42-4ed5-b63f-32a5dc1b47dd · outbound

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AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 92

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Observation ed8141b4-8546-43e3-b861-8c5e241c01f9 · outbound

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AI for Auto-Research: Roadmap & User Guide Kusumegi, X

Reference 93

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Observation ca146c16-2ded-4d64-bc82-f241c290940e · outbound

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Reference 95

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AI for Auto-Research: Roadmap & User Guide LAB-Bench: Measuring Capabilities of Language Models for Biology Research

Reference 96

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Observation 72237f29-e1d5-4fbd-9971-b91aabb4c935 · outbound

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Reference 97

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Observation aa604a07-665d-40f8-8f4f-f2b2e3084e35 · outbound

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AI for Auto-Research: Roadmap & User Guide Lewis, E

Reference 98

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Observation babe1486-75cf-4000-b67a-5c7d33117323 · outbound

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AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 99

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Observation 27afdd4b-e18b-4613-a374-1dc9e5b80f3d · outbound

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AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 100

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Observation adb1cd74-0e8e-4685-931e-d6e2bdd52be6 · outbound

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AI for Auto-Research: Roadmap & User Guide Unresolved cited work

Reference 101

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Pith citing papers

Observation 095f57a9-0302-4c64-b556-1b3c90fbd63c · inbound

When Safe Skills Collide: Measuring Compositional Risk in Agent Skill Ecosystems cites this paper.

When Safe Skills Collide: Measuring Compositional Risk in Agent Skill Ecosystems AI for Auto-Research: Roadmap & User Guide

Reference 53

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Observation fa7b5c90-abbc-4b7b-b476-735afd25957a · inbound

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Harnessing Generalist Agents for Contextualized Time Series AI for Auto-Research: Roadmap & User Guide

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Source-reported events for the cited work

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Observation aba115d7-bffb-4626-ba13-56ea811ffb05 · inbound

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DanceOPD: On-Policy Generative Field Distillation AI for Auto-Research: Roadmap & User Guide

Reference 50

Resolution: verified exact; local_arxiv, observed 2026-07-04T13:49:51.425200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 97dbd678-05be-4c6a-b0ca-bf49a5d3f026 · inbound

DanceOPD: On-Policy Generative Field Distillation cites this paper.

DanceOPD: On-Policy Generative Field Distillation AI for Auto-Research: Roadmap & User Guide

Reference 50

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Observation 43f34b63-dcbe-48e4-928d-b7d4a97417a5 · inbound

Toward User-Conditioned Evaluation of Personal LLM Agents under Temporal Interventions cites this paper.

Toward User-Conditioned Evaluation of Personal LLM Agents under Temporal Interventions AI for Auto-Research: Roadmap & User Guide

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T15:03:41.962440Z

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Observation a17d0cc0-80c5-4adf-8985-841ec5924198 · inbound

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Efficiency Matters in Autonomous Research AI for Auto-Research: Roadmap & User Guide

Reference 1

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Observation 83af139d-e81d-4c73-a821-997e46b9718f · inbound

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MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation AI for Auto-Research: Roadmap & User Guide

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T02:32:33.534015Z

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Observation d3a3a7b9-acb1-442d-a9f8-03eae284a726 · inbound

Evidence-Unit Fairness and the Limits of Query-Adaptive Sparse-Dense Fusion in Financial Document Retrieval cites this paper.

Evidence-Unit Fairness and the Limits of Query-Adaptive Sparse-Dense Fusion in Financial Document Retrieval AI for Auto-Research: Roadmap & User Guide

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T01:08:32.657400Z

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