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Paper Citation Record · LEDGER

Deep Research: A Survey of Autonomous Research Agents

As of 21 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 27 inbound Pith citation observations for arXiv:2508.12752.

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

pith.paper-citation-record.v1
2508.12752 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 27 of 27 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:21:42.743627Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

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  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation a23ad862-a60a-445c-be34-e4f49ff8445c · inbound

Structural Enforcement of Statistical Rigor in AI-Driven Discovery: A Functional Architecture cites this paper.

Structural Enforcement of Statistical Rigor in AI-Driven Discovery: A Functional Architecture Deep Research: A Survey of Autonomous Research Agents

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-03T23:17:29.084556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T23:17:29.084556Z digest=sha256:f23addd1e6586dcc095311d3a6fe57c75f69921b39f33ae584db69aef97eb754

Observation 3eb17ad0-7ca4-4926-9eba-2a72f7eeb937 · inbound

MemOCR: Layout-Aware Visual Memory for Efficient Long-Horizon Reasoning cites this paper.

MemOCR: Layout-Aware Visual Memory for Efficient Long-Horizon Reasoning Deep Research: A Survey of Autonomous Research Agents

Reference 33

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verified exact
arxiv_id, observed 2026-05-21T15:20:17.475211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-21T15:15:22.055616Z digest=sha256:58d0cb79ff9f51ad992cc43e49c88ce55d94cb36c6d5dacac962b98f4ef7bed4

Observation 320683ed-3989-4767-aaac-3dd60d28e38b · inbound

TREX: Automating LLM Fine-tuning via Agent-Driven Tree-based Exploration cites this paper.

TREX: Automating LLM Fine-tuning via Agent-Driven Tree-based Exploration Deep Research: A Survey of Autonomous Research Agents

Reference 54

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T11:46:34.941353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-10T12:34:29.808503Z digest=sha256:4c028a077316bda27b4277568d6040e61b0ca3a2e0044710ef95afa363feb7aa

Observation 9f0fb377-052e-4b9c-8218-6f8cac5ec878 · inbound

GTA-2: Benchmarking General Tool Agents from Atomic Tool-Use to Open-Ended Workflows cites this paper.

GTA-2: Benchmarking General Tool Agents from Atomic Tool-Use to Open-Ended Workflows Deep Research: A Survey of Autonomous Research Agents

Reference 7

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verified exact
arxiv_id, observed 2026-05-10T08:43:01.099662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-10T08:42:57.035226Z digest=sha256:fdf14dd270a4a56b127c80b1d6e27de695b4fc5b4f0593e98af6bb908e6e26da

Observation 30a2f1f2-0e8c-4e3a-8b4e-a3ec28a47a10 · inbound

MemSearch-o1: Empowering Large Language Models with Reasoning-Aligned Memory Growth in Agentic Search cites this paper.

MemSearch-o1: Empowering Large Language Models with Reasoning-Aligned Memory Growth in Agentic Search Deep Research: A Survey of Autonomous Research Agents

Reference 62

Resolution
verified exact
arxiv_id, observed 2026-05-10T06:16:20.869094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-05-10T06:15:11.432788Z digest=sha256:64bce8b927152c96e1d21e63c09a5797a46c3b70f9db51e906c37ff5b4504a9f

Observation 42df67be-ad1f-4ddf-b119-b280c6bb3a44 · inbound

Rewarding the Scientific Process: Process-Level Reward Modeling for Agentic Data Analysis cites this paper.

Rewarding the Scientific Process: Process-Level Reward Modeling for Agentic Data Analysis Deep Research: A Survey of Autonomous Research Agents

Reference 73

Resolution
malformed identifier
arxiv_id, observed 2026-05-11T21:56:15.496200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-08T03:47:34.897401Z digest=sha256:aa4574d1d99d3d4dfe20625e1bb884cba4f1e3a53e241303606051ae44816334

Observation ada35c39-b4ec-4ff9-b4b5-ac764dec5d7e · inbound

Rewarding the Scientific Process: Process-Level Reward Modeling for Agentic Data Analysis cites this paper.

Rewarding the Scientific Process: Process-Level Reward Modeling for Agentic Data Analysis Deep Research: A Survey of Autonomous Research Agents

Reference 73

Resolution
malformed identifier
arxiv_id, observed 2026-07-01T09:15:43.520155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-01T09:13:20.071265Z digest=sha256:7ef5b4cd803b8843105498be0c8814b6fcfc980a955d81b6e3dd775d95739ecc

Observation dfa9d258-79f3-434c-9782-46307b68a2e0 · inbound

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery cites this paper.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Deep Research: A Survey of Autonomous Research Agents

Reference 48

Resolution
verified exact
arxiv_id, observed 2026-05-12T05:46:31.439276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:f08db82862dafd5aa0e06ad385f101f99b2fdf11e0c5c589edba54dc4906d435

Observation 9db151a6-9c8d-4fe2-b36d-34af54d59155 · inbound

ViDR: Grounding Multimodal Deep Research Reports in Source Visual Evidence cites this paper.

ViDR: Grounding Multimodal Deep Research Reports in Source Visual Evidence Deep Research: A Survey of Autonomous Research Agents

Reference 31

Resolution
malformed identifier
arxiv_id, observed 2026-05-14T19:19:23.670499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-14T19:18:52.801531Z digest=sha256:cac7ccf6b1ad3f764facfe5f67767823952e7d45a890383fdd827b785a7111b3

Observation d0314982-b1e6-45d4-9cbf-0ee8fc070beb · inbound

Remembering More, Risking More: Longitudinal Safety Risks in Memory-Equipped LLM Agents cites this paper.

Remembering More, Risking More: Longitudinal Safety Risks in Memory-Equipped LLM Agents Deep Research: A Survey of Autonomous Research Agents

Reference 108

Resolution
verified exact
arxiv_id, observed 2026-05-20T10:53:13.319688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-05-20T10:51:19.555985Z digest=sha256:cca7fc3e63146b7f3a4771a27fd837dd9a765792b9a0429c925e92ae16346d4d

Observation 85775350-197c-401e-81e1-a79478cf9954 · inbound

Helicase: Uncertainty-Guided Supply Chain Knowledge Graph Construction with Autonomous Multi-Agent LLMs cites this paper.

Helicase: Uncertainty-Guided Supply Chain Knowledge Graph Construction with Autonomous Multi-Agent LLMs Deep Research: A Survey of Autonomous Research Agents

Reference 16

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verified exact
arxiv_id, observed 2026-06-29T17:23:44.607155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-29T17:20:54.266770Z digest=sha256:6e8997370d53e63cf7d6339a77a1cfeef6af1908570f7233b0fbeb98b91412a0

Observation cbb4cb91-ee9a-46cf-b767-6ea693ef437a · inbound

VeriTrip: A Verifiable Benchmark for Travel Planning Agents over Unstructured Web Corpora cites this paper.

VeriTrip: A Verifiable Benchmark for Travel Planning Agents over Unstructured Web Corpora Deep Research: A Survey of Autonomous Research Agents

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-06-29T12:33:25.216864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-29T12:23:46.393259Z digest=sha256:63210c23ccff44d92b346a496e3adafe7320af6656d48a58fd15b64b44198d9b

Observation a5790dc4-6048-42f4-9e1d-e71fe2a0fa0e · inbound

Search-Time Contamination in Deep Research Agents: Measuring Performance Inflation in Public Benchmark Evaluation cites this paper.

Search-Time Contamination in Deep Research Agents: Measuring Performance Inflation in Public Benchmark Evaluation Deep Research: A Survey of Autonomous Research Agents

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-07-02T08:16:47.666383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-06-28T06:16:54.162410Z digest=sha256:bb226aab4bc1444b633af0231f2f7b26a024938283bf95c185a28230c1636493

Observation efb04c2c-4046-4a09-a32d-05f8b0f39e1a · inbound

Unsupervised Skill Discovery for Agentic Data Analysis cites this paper.

Unsupervised Skill Discovery for Agentic Data Analysis Deep Research: A Survey of Autonomous Research Agents

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-06-28T01:21:28.950408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-28T01:13:03.634348Z digest=sha256:d3213a9f61b87756ab915c5a38b29b0b3c8a918b8c5f528f335086f8fbd635de

Observation 59073127-cc21-4800-a39a-5f64858dbd89 · inbound

DuMate-DeepResearch: An Auditable Multi-Agent System with Recursive Search and Rubric-Grounded Reasoning cites this paper.

DuMate-DeepResearch: An Auditable Multi-Agent System with Recursive Search and Rubric-Grounded Reasoning Deep Research: A Survey of Autonomous Research Agents

Reference 23

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T17:27:14.741508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-27T22:04:37.766752Z digest=sha256:f3f1c289f0dbbd7b0b7460fda1cfae09904b8e880d84c9d94a612a13f02c0a1c

Observation 4eb9b555-d4e4-4205-a7e5-295917737f39 · inbound

SkillHone: A Harness for Continual Agent Skill Evolution Through Persistent Decision History cites this paper.

SkillHone: A Harness for Continual Agent Skill Evolution Through Persistent Decision History Deep Research: A Survey of Autonomous Research Agents

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-07-02T22:47:26.280340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-06-27T18:37:55.374135Z digest=sha256:843b259d185896b66b94bb3e5c822b5309a9f8645e25266aa373c638e42d10a4

Observation ba1a6bda-91d8-410c-b1ae-48d5ac888d87 · inbound

Benchmarking AI Agents for Addressing Scientific Challenges Across Scales cites this paper.

Benchmarking AI Agents for Addressing Scientific Challenges Across Scales Deep Research: A Survey of Autonomous Research Agents

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-07-03T11:28:04.336232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-27T09:34:09.347912Z digest=sha256:a5809dc3c0349a31497a480e83e2744a30b0c24aac2deaa6e6953c84876d001d

Observation 64de60a6-0153-484b-b33d-166e0882ef30 · inbound

BioInsight: Multi-Agent Orchestration for Interactive Biomedical Knowledge Discovery cites this paper.

BioInsight: Multi-Agent Orchestration for Interactive Biomedical Knowledge Discovery Deep Research: A Survey of Autonomous Research Agents

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-06-26T14:59:31.844367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-06-26T14:55:22.642724Z digest=sha256:f427a81712db46e6990af9afe254391153718d466023076cc2bc82136ace81d3

Observation 7ff557ba-5bf4-4443-ba16-939f9e5ede40 · inbound

BioInsight: Multi-Agent Orchestration for Interactive Biomedical Knowledge Discovery cites this paper.

BioInsight: Multi-Agent Orchestration for Interactive Biomedical Knowledge Discovery Deep Research: A Survey of Autonomous Research Agents

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-04T04:41:39.051706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T04:41:39.051706Z digest=sha256:8b1b8d98d0f4897c4cca4f0ed7ee3cf6507aa58299295f481edbe5389e0f7dc8

Observation 307347a1-bb24-493f-9c2e-0b8909a5b28f · inbound

Lifelong In-Context Learning with Transformers Requires Parametric Forms of Attention cites this paper.

Lifelong In-Context Learning with Transformers Requires Parametric Forms of Attention Deep Research: A Survey of Autonomous Research Agents

Reference 52

Resolution
verified exact
arxiv_id, observed 2026-07-04T19:30:07.265402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-25T21:19:30.138022Z digest=sha256:cecec74ceee13c2a5f8b654e48992bcbf675641a43a9cb731a9229417ccc41bc

Observation 84cd81f1-3234-471e-a3b9-7b5e116226cf · inbound

Understanding and Evaluating Claw-like Agent Security Through a Computer-Systems Lens cites this paper.

Understanding and Evaluating Claw-like Agent Security Through a Computer-Systems Lens Deep Research: A Survey of Autonomous Research Agents

Reference 40

Resolution
verified exact
arxiv_id, observed 2026-07-01T12:35:44.109156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-01T01:55:40.954429Z digest=sha256:61b1d725f33048de58f50dc13c40906516fe5a7b3dcab5c40d0102433bdc3610

Observation 460d4c54-e25e-4932-9312-3a7a7d09d2ab · inbound

One Reflection Is Not Enough: Self-Correcting Autonomous Research via Multi-Hypothesis Failure Attribution cites this paper.

One Reflection Is Not Enough: Self-Correcting Autonomous Research via Multi-Hypothesis Failure Attribution Deep Research: A Survey of Autonomous Research Agents

Reference 137

Resolution
verified exact
arxiv_id, observed 2026-07-01T05:45:25.171989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-07-01T05:44:51.299439Z digest=sha256:e90149d7dfde7d7a76ce3530ad356afdba0f01cc308ca402e162fa80dfd0b9cc

Observation 5520efcc-34b9-4c5c-835d-dbe2cd9ac41c · inbound

VaseMuseum: Digital Intelligent Museum for Ancient Greek Pottery cites this paper.

VaseMuseum: Digital Intelligent Museum for Ancient Greek Pottery Deep Research: A Survey of Autonomous Research Agents

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-07-08T08:04:48.004022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-08T08:00:31.873224Z digest=sha256:eebda5b3ee8a426376c71be45324e716fed36f7f2e1840ad65f3a00f5b6956a9

Observation 12791e9d-62f9-4ada-9d76-bb79f11ada4c · 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 Deep Research: A Survey of Autonomous Research Agents

Reference 49

Resolution
unresolved
no resolver link, observed 2026-07-31T00:05:16.958525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T00:05:16.958525Z digest=sha256:ec1c11d3c7c461bdb16dafcdea399665bc7d936f1348ffe4ec75bd400956b2a6

Observation 554376d1-03f2-4dea-bd12-9544378c2447 · inbound

MIND: Lightweight and Effective Memory Injection Defense for LLM Agents via Intent-Aware Information Bottleneck cites this paper.

MIND: Lightweight and Effective Memory Injection Defense for LLM Agents via Intent-Aware Information Bottleneck Deep Research: A Survey of Autonomous Research Agents

Reference 35

Resolution
unresolved
no resolver link, observed 2026-07-31T17:46:23.911838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-31T17:46:23.911838Z digest=sha256:cd5ca7cf5558e82e5bb4ad3564f2cd233cb0d3d81329c67629e5ded587fae15e

Observation 7a857a87-ce7c-4542-af24-9e1c97bc559f · inbound

FinDeepIndicator: Benchmarking Deep Research Agents in End-to-End Financial Indicator Construction cites this paper.

FinDeepIndicator: Benchmarking Deep Research Agents in End-to-End Financial Indicator Construction Deep Research: A Survey of Autonomous Research Agents

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-05T00:22:58.960941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T00:22:58.960941Z digest=sha256:f910fd7bd7230d2cac820de045b6eae79714eb3306d379a3d30c5bea73ee5657

Observation 79bae350-5bd9-4c49-8d1b-a61718551739 · inbound

On Understanding, Identifying, and Mitigating Vulnerabilities in Agentic Large Language Models cites this paper.

On Understanding, Identifying, and Mitigating Vulnerabilities in Agentic Large Language Models Deep Research: A Survey of Autonomous Research Agents

Reference 160

Resolution
unresolved
no resolver link, observed 2026-08-15T14:21:42.743627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:21:42.743627Z digest=sha256:54e54ce6fa1e39a2344b6214db846c2f752cf97fb05ff76b9ea0844c685a05b1