Paper Citation Record · LEDGER

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications

As of 18 August 2026, this Paper Citation Record lists 100 of 298 outbound references and 24 inbound Pith citation observations for arXiv:2506.12594.

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

pith.paper-citation-record.v1
2506.12594 v1

Coverage vector

measured 100 of 298 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:48:16.780529Z

measured 124 of 124 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 24 of 24 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T00:56:06.477316Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T00:49:18.499651Z

Reference resolution

100 of 298 outbound references displayed

verified exact3
verified fuzzy0
unresolved97
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0ac617f6-bb81-4cdb-9a7b-623f3f7a6000 · outbound

This paper cites Survey on Vision-Language-Action Models.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Survey on Vision-Language-Action Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:06.497148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcff2a49-ad60-40f3-b44f-c9043887e686 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:06.533984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a438d018-8cf1-4a20-9de2-baf11660f51c · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:06.600938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecddacd8-e88e-407d-8674-c54c59b0f9de · outbound

This paper cites Beyond-RAG: Question Identification and Answer Generation in Real-Time Conversations.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Beyond-RAG: Question Identification and Answer Generation in Real-Time Conversations

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:06.677772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5004f5af-8a9d-4643-a923-1f6a3df7be5b · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:06.734649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 397e2cf2-7335-40bd-ba9b-1b6660c69249 · outbound

This paper cites Probing the limitations of multimodal language models for chemistry and materials research.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Probing the limitations of multimodal language models for chemistry and materials research

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:06.799864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c90662ed-47ec-4715-9630-4580368844a7 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:06.882103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7fe8d90-6bb6-4b3d-9abe-b9c6e032c16e · outbound

This paper cites Open Deep Search: Democratizing Search with Open-source Reasoning Agents.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Open Deep Search: Democratizing Search with Open-source Reasoning Agents

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:06.960216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0587f7c3-a2b1-42b6-8ea9-e89ebf922727 · outbound

This paper cites Supporting the development of Machine Learning for fundamental science in a federated Cloud with the AI_INFN platform.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Supporting the development of Machine Learning for fundamental science in a federated Cloud with the AI_INFN platform

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:07.027099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81b1940c-66e9-4734-ad72-7e9eb8dec472 · outbound

This paper cites Agent-based Learning of Materials Datasets from Scientific Literature.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Agent-based Learning of Materials Datasets from Scientific Literature

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:07.114369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47c1fdfa-1f41-4f84-bfea-7bfca0f0a10e · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:07.185236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc1b1b3d-aa06-4fb3-8dc8-f30f7f9baa9f · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:07.360711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c399731-1d61-4ad1-b6ba-94aa348d0b91 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:07.801883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fbadd40-0e43-4761-9479-e9b660087ccc · outbound

This paper cites LLMs as Debate Partners: Utilizing Genetic Algorithms and Adversarial Search for Adaptive Arguments.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications LLMs as Debate Partners: Utilizing Genetic Algorithms and Adversarial Search for Adaptive Arguments

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:08.934512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1370ae33-649f-4896-8b81-54a110caa2a3 · outbound

This paper cites Emerging Reliance Behaviors in Human-AI Content Grounded Data Generation: The Role of Cognitive Forcing Functions and Hallucinations.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Emerging Reliance Behaviors in Human-AI Content Grounded Data Generation: The Role of Cognitive Forcing Functions and Hallucinations

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:09.599298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8495ea85-1def-482d-a7c4-53761a5dbab7 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:09.750675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47576d07-a9b5-4215-bdeb-552ed2cba498 · outbound

This paper cites A Retrieval-Augmented Generation Framework for Academic Literature Navigation in Data Science.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications A Retrieval-Augmented Generation Framework for Academic Literature Navigation in Data Science

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:09.877213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5745c445-5f30-4a4b-a437-a7bb397372eb · outbound

This paper cites ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:10.023073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddac6b01-5a74-45c6-8edc-2619561308af · outbound

This paper cites TapeAgents: a Holistic Framework for Agent Development and Optimization.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications TapeAgents: a Holistic Framework for Agent Development and Optimization

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:10.181107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1888cc5-f318-409d-84b4-f93deddccf2d · outbound

This paper cites Experience with GitHub Copilot for Developer Productivity at Zoominfo.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Experience with GitHub Copilot for Developer Productivity at Zoominfo

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:10.321207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 431ae68d-f75c-4a4a-8532-0f0d6975d76d · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:10.383211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d293774-8bb2-47da-8797-cb766d5cecc5 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:10.479436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c24aac2b-c368-4877-af9a-4be19e665dec · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 23

Resolution: verified exact; doi, observed 2026-08-07T00:48:40.684449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ae1ce01e-faee-4621-966f-ed82b9c6a790 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:10.677756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e31b92e-3418-4266-891b-50bf9989b47d · outbound

This paper cites AI Research Associate for Early-Stage Scientific Discovery.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications AI Research Associate for Early-Stage Scientific Discovery

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:10.765926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc036707-2726-48f4-a86e-ee923060b9a2 · outbound

This paper cites Superintelligent Agents Pose Catastrophic Risks: Can Scientist AI Offer a Safer Path?.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Superintelligent Agents Pose Catastrophic Risks: Can Scientist AI Offer a Safer Path?

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:10.817570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa12e310-05c8-4f24-95f2-bb2dc6851b52 · outbound

This paper cites Deceptive Patterns of Intelligent and Interactive Writing Assistants.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Deceptive Patterns of Intelligent and Interactive Writing Assistants

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:10.931070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d49d1c1-2884-4b05-a7ff-7478f171c20a · outbound

This paper cites OceanGPT: A Large Language Model for Ocean Science Tasks.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications OceanGPT: A Large Language Model for Ocean Science Tasks

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:11.014332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 885a2134-463d-4db3-8c50-90ffbe6b4b49 · outbound

This paper cites Drivers and Barriers of AI Adoption and Use in Scientific Research.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Drivers and Barriers of AI Adoption and Use in Scientific Research

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:11.092899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 546c9c0c-913f-45e2-84b3-50747497ba70 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:11.172380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99320e92-c111-4c17-863a-ea1fe51c6b1c · outbound

This paper cites Artificial Intelligence for Literature Reviews: Opportunities and Challenges.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Artificial Intelligence for Literature Reviews: Opportunities and Challenges

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:11.228229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e11365de-022f-4aeb-a7e6-2883e6a265c3 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:11.331772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb0ecf37-c740-48c8-a0ce-f5aec53d4542 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:11.443669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0b851d3-c591-4663-b331-be1fb7c6df05 · outbound

This paper cites ChemCrow: Augmenting large-language models with chemistry tools.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications ChemCrow: Augmenting large-language models with chemistry tools

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:11.537461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cc06f98-de01-4453-9dc3-e5e3d9e1c76e · outbound

This paper cites Exploring the Evidence-Based SE Beliefs of Generative AI Tools.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Exploring the Evidence-Based SE Beliefs of Generative AI Tools

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:11.629269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f695a84-7e24-47c0-b89f-b9a5e1066dc0 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:11.701513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12b8a700-da5b-4d09-b7a6-fdd989853e59 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:11.783556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65970a4e-0262-4109-af2b-a1f39589c506 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:11.839944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4937ff99-089a-47ae-852c-edec6b3dac34 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:11.910110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b8b6ea3-951e-4c57-a65b-00059bfcc729 · outbound

This paper cites Exploring Human-AI Collaboration in Agile: Customised LLM Meeting Assistants.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Exploring Human-AI Collaboration in Agile: Customised LLM Meeting Assistants

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:11.970500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e86adbc1-4530-45f8-aa82-ea64330e2def · outbound

This paper cites Exploring the intersection of Generative AI and Software Development.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Exploring the intersection of Generative AI and Software Development

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:12.038291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12cc1f4c-00c7-4053-902f-8921b55f07b8 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:12.101445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5edd9a89-4131-40bf-be8d-531e8c98d7a0 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:12.172702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6560be82-e33d-4b9d-8a48-7eb9077169da · outbound

This paper cites EAIRA: Establishing a Methodology for Evaluating AI Models as Scientific Research Assistants.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications EAIRA: Establishing a Methodology for Evaluating AI Models as Scientific Research Assistants

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:12.238039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a03d57a8-735a-4eb6-9f28-dea6447d3f42 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 45

Resolution: verified exact; doi, observed 2026-08-07T00:48:40.452809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3fa6d92e-7307-45d5-99eb-f64291649600 · outbound

This paper cites Why Do Multi-Agent LLM Systems Fail?.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Why Do Multi-Agent LLM Systems Fail?

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:12.357777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59569abd-b4e9-49c8-a1f1-bdb911b3a010 · outbound

This paper cites Automated Focused Feedback Generation for Scientific Writing Assistance.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Automated Focused Feedback Generation for Scientific Writing Assistance

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:12.421853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0166f8e5-17e4-42ce-8155-7cdcb0a9c8b9 · outbound

This paper cites ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:12.475558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 187e7839-65d1-4fa0-8a43-11188f8de2f5 · outbound

This paper cites From Persona to Personalization: A Survey on Role-Playing Language Agents.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications From Persona to Personalization: A Survey on Role-Playing Language Agents

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:12.526174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c3f18e8-721d-47bd-a5fe-6d109ac24647 · outbound

This paper cites ChemMiner: A Large Language Model Agent System for Chemical Literature Data Mining.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications ChemMiner: A Large Language Model Agent System for Chemical Literature Data Mining

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:12.574935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcdbf463-379f-4ba0-b763-6e2371fa5928 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:12.617993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1550076-49f7-43c4-aeda-8aff182b2aba · outbound

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

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Auto-Discovery-Bench: Diagnosing Structured State Tracking in Oracle-Guided Discovery

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:12.741753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6086ddf-0096-43bd-8936-2493310a3e2d · outbound

This paper cites Need Help? Designing Proactive AI Assistants for Programming.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Need Help? Designing Proactive AI Assistants for Programming

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:12.827900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a580796c-5055-485b-b42d-42c17d5ae504 · outbound

This paper cites AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:12.890030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b976deab-34eb-432e-8be4-26dc8882be7d · outbound

This paper cites Can AI Assistants Know What They Don't Know?.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Can AI Assistants Know What They Don't Know?

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:12.965001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c38d06ad-4f11-4b63-b2d9-112ee129d2b8 · outbound

This paper cites CI-Bench: Benchmarking Contextual Integrity of AI Assistants on Synthetic Data.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications CI-Bench: Benchmarking Contextual Integrity of AI Assistants on Synthetic Data

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:13.037687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52935a9a-a35e-43f6-bfbf-fe60512f7485 · outbound

This paper cites Conversational Challenges in AI-Powered Data Science: Obstacles, Needs, and Design Opportunities.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Conversational Challenges in AI-Powered Data Science: Obstacles, Needs, and Design Opportunities

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:13.105520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63db7c52-0447-4469-88cb-9777f9718c00 · outbound

This paper cites Theoretical Physics Benchmark (TPBench) -- a Dataset and Study of AI Reasoning Capabilities in Theoretical Physics.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Theoretical Physics Benchmark (TPBench) -- a Dataset and Study of AI Reasoning Capabilities in Theoretical Physics

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:13.166027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 390b8938-400d-4237-b69d-c099d9e62fb5 · outbound

This paper cites Automated Code Review In Practice.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Automated Code Review In Practice

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:13.250603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3cbddbd-49ca-4e1a-83e7-446d7af7fb6e · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Unresolved cited work

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:13.301673Z

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A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Empowering Biomedical Discovery with AI Agents

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Characterizing Deep Research: A Benchmark and Formal Definition cites this paper.

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Student-Centered Distillation Narrows the Agentic Gap Between Small and Large LLMs A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications

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DEER: A Benchmark for Evaluating Deep Research Agents on Expert Report Generation A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications

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DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications

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Learning to Retrieve from Agent Trajectories A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications

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Towards Trustworthy Report Generation: A Deep Research Agent with Progressive Confidence Estimation and Calibration A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications

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Towards Knowledgeable Deep Research: Framework and Benchmark A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications

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Observation f556aaa1-c85c-4d7c-8383-b422591e2520 · inbound

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Latent Preference Modeling for Cross-Session Personalized Tool Calling A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications

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Observation 7c853a03-deb2-46a9-ba75-c2ae89223650 · inbound

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Trustworthy Agent Network: Trust in Agent Networks Must Be Baked In, Not Bolted On A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications

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Can AI Review Improve Paper Drafting? An Empirical Study on 20 Computer Architecture Submissions A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications

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Observation 774b134b-c02c-499f-a318-4a0e21e325fe · inbound

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SkillHone: A Harness for Continual Agent Skill Evolution Through Persistent Decision History A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications

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Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T22:47:26.310210Z

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Observation 1405c4c6-47dd-4e2a-9c23-1a0f818bf4d6 · inbound

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Enhancing Decision-Making with Large Language Models through Multi-Agent Fictitious Play A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications

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Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T00:49:18.502007Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1e5994d6-ff87-4c8f-81b5-506f258a1959 · inbound

FinResearchBench II: A Deep Research Benchmark with Consensus-Derived Gold Rubrics for Distinguishing Financial Report Quality cites this paper.

FinResearchBench II: A Deep Research Benchmark with Consensus-Derived Gold Rubrics for Distinguishing Financial Report Quality A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T06:42:09.001256Z

Source-reported events for the cited work

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Observation 14ab1031-7e52-4d67-978b-5538559f7ae4 · inbound

Analogical Deep Research: Retrieving and Integrating Historical Analogies for Foresight Analysis cites this paper.

Analogical Deep Research: Retrieving and Integrating Historical Analogies for Foresight Analysis A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-02T04:46:39.947233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83e4806d-a315-4673-8f03-47301ddbc48a · inbound

HiEviDR-Bench: A Benchmark for Hierarchical Evidence Aggregation in Deep Research cites this paper.

HiEviDR-Bench: A Benchmark for Hierarchical Evidence Aggregation in Deep Research A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications

Reference 39

Resolution: unresolved; no resolver link, observed 2026-07-31T00:05:16.910931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71f710dd-432b-4b3c-8ad1-41b73802f128 · inbound

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution cites this paper.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-04T13:31:24.476270Z

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Unavailable: canonical work link unavailable.