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Paper Citation Record · LEDGER

Deep Research Agents: A Systematic Examination And Roadmap

As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 45 inbound Pith citation observations for arXiv:2506.18096.

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

pith.paper-citation-record.v1
2506.18096 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 45 of 45 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T04:50:32.162564Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-08T13:04:56.715325Z

Reference resolution

0 of 0 outbound references displayed

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  • verified fuzzy0
  • unresolved0
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  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 5289e74a-80dc-4411-aa61-13709b601cc4 · inbound

Large Language Models for Next-Generation Wireless Network Management: A Survey and Tutorial cites this paper.

Large Language Models for Next-Generation Wireless Network Management: A Survey and Tutorial Deep Research Agents: A Systematic Examination And Roadmap

Reference 173

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no resolver link, observed 2026-08-05T04:50:32.162564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T04:50:32.162564Z digest=sha256:29981354cf5c52e27f07a0a34d9adbf8ca6f4c3a742840d891abc623925c54a3

Observation 7bb495e0-f22e-4a15-a949-61db86aa1261 · inbound

Linguistic Nepotism: Trading-off Quality for Language Preference in Multilingual RAG cites this paper.

Linguistic Nepotism: Trading-off Quality for Language Preference in Multilingual RAG Deep Research Agents: A Systematic Examination And Roadmap

Reference 23

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no resolver link, observed 2026-08-04T16:31:22.523761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:31:22.523761Z digest=sha256:43e3cfecd04957ee077fdb0c3dfd31d3dfcb0972434442221600b3937283422e

Observation ba085bd1-dce0-48e0-9ec9-d97a70c7f8e1 · inbound

Erase to Improve: Erasable Reinforcement Learning for Search-Augmented LLMs cites this paper.

Erase to Improve: Erasable Reinforcement Learning for Search-Augmented LLMs Deep Research Agents: A Systematic Examination And Roadmap

Reference 22

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verified exact
arxiv_id, observed 2026-05-18T11:11:18.070924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-18T11:06:20.058342Z digest=sha256:f487dbd4cf2a7560261157c6a4e4b39f5d1139633d8860d10355c290f7dfa193

Observation f208564f-c8da-4303-a57e-0acca0500edd · inbound

IoDResearch: Deep Research on Private Heterogeneous Data via the Internet of Data cites this paper.

IoDResearch: Deep Research on Private Heterogeneous Data via the Internet of Data Deep Research Agents: A Systematic Examination And Roadmap

Reference 10

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verified exact
arxiv_id, observed 2026-05-18T11:26:18.583234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-18T11:24:37.767205Z digest=sha256:ddc72932c906142644e1b56a353d8e45b0912e2247a211737d75e784aee2afd9

Observation 8c657912-53e5-4ed9-a528-5e2f7051858f · inbound

Advancing Subsurface Discovery and Geothermal Monitoring with an Agentic Artificial Intelligence Framework cites this paper.

Advancing Subsurface Discovery and Geothermal Monitoring with an Agentic Artificial Intelligence Framework Deep Research Agents: A Systematic Examination And Roadmap

Reference 13

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unresolved
no resolver link, observed 2026-08-03T23:52:32.083539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T23:52:32.083539Z digest=sha256:9249c75e85390f712c2192ae23adb429cb01b82ba76fcbe4b51e14da0e0afe74

Observation 754889f8-8ef1-4850-a501-92bea3b04cf9 · inbound

Training One Model to Master Cross-Level Agentic Actions via Reinforcement Learning cites this paper.

Training One Model to Master Cross-Level Agentic Actions via Reinforcement Learning Deep Research Agents: A Systematic Examination And Roadmap

Reference 2019

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unresolved
no resolver link, observed 2026-08-03T17:30:51.026579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:30:51.026579Z digest=sha256:14dbd7ef35663094595abde9ae8bec5869713a6a030a7991ed07a83f9d4ede94

Observation 6ac8b2ac-5ac3-4c70-a5cf-2ecdd6adb3df · inbound

Large Language Model Agent for User-friendly Chemical Process Simulations cites this paper.

Large Language Model Agent for User-friendly Chemical Process Simulations Deep Research Agents: A Systematic Examination And Roadmap

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-22T11:51:30.066066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T11:47:11.730921Z digest=sha256:8c3f306d984367c1c22f665552c5ac28b93376c3da5e9e555232439934d456ad

Observation bd9edeec-17b2-41aa-8fd1-c5cef35c8547 · inbound

Rerank Before You Reason: Analyzing Reranking Tradeoffs through Effective Token Cost in Deep Search Agents cites this paper.

Rerank Before You Reason: Analyzing Reranking Tradeoffs through Effective Token Cost in Deep Search Agents Deep Research Agents: A Systematic Examination And Roadmap

Reference 6

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unresolved
no resolver link, observed 2026-08-03T09:22:23.504068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T09:22:23.504068Z digest=sha256:e6bd2abaf55ec7214ddba7beebb75d1b527254cad5baadd472281b2bec5b01f5

Observation 3839f3c2-2a1a-4c82-98a5-76fcce1d9732 · inbound

Adaptive Information Control for Search-Augmented LLM Reasoning cites this paper.

Adaptive Information Control for Search-Augmented LLM Reasoning Deep Research Agents: A Systematic Examination And Roadmap

Reference 12

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unresolved
no resolver link, observed 2026-08-03T05:39:27.645360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T05:39:27.645360Z digest=sha256:2ff513f3cb1553fd00e3f3534ddc637ed549d584a19f32f41691a2ba417eba07

Observation 4adc64a1-8bcb-4068-b455-801aff5e86e6 · inbound

Emergent Social Intelligence Risks in Generative Multi-Agent Systems cites this paper.

Emergent Social Intelligence Risks in Generative Multi-Agent Systems Deep Research Agents: A Systematic Examination And Roadmap

Reference 63

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verified exact
arxiv_id, observed 2026-05-14T21:48:00.869503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-14T21:45:04.625084Z digest=sha256:378b8bf72812134e25893ad0bb74198b765c89bed127db20fdb3438e40bc9938

Observation 26904385-0d14-45e4-bbbc-55cbd2844b53 · inbound

Self-Optimizing Multi-Agent Systems for Deep Research cites this paper.

Self-Optimizing Multi-Agent Systems for Deep Research Deep Research Agents: A Systematic Examination And Roadmap

Reference 7

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verified exact
arxiv_id, observed 2026-05-13T18:18:06.489248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-13T18:13:14.668406Z digest=sha256:50cb527c3e8e9fbfec6e44187ec6c07c7a75d7a3ccbb0208c4ecab571362f2b0

Observation c7fc4ea0-d4f5-4817-b170-45496d62cc67 · inbound

Learning to Retrieve from Agent Trajectories cites this paper.

Learning to Retrieve from Agent Trajectories Deep Research Agents: A Systematic Examination And Roadmap

Reference 4

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verified exact
arxiv_id, observed 2026-05-14T01:48:36.031139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-14T01:47:44.558384Z digest=sha256:fa0c41ee1db4306cfa7d367354378d4a97bd6ca6d68723e59b112284c0f7d3b0

Observation 7f61a2f3-23ab-4672-aa7b-e8922ad9dddc · inbound

Towards Trustworthy Report Generation: A Deep Research Agent with Progressive Confidence Estimation and Calibration cites this paper.

Towards Trustworthy Report Generation: A Deep Research Agent with Progressive Confidence Estimation and Calibration Deep Research Agents: A Systematic Examination And Roadmap

Reference 6

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verified exact
arxiv_id, observed 2026-05-10T22:35:52.018330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-10T19:41:00.530274Z digest=sha256:08b949b7f57fd9dcfff43b2fb7f6e0da5e6599b1a66b0223072eb257e85c5619

Observation 90c08047-b6b1-471e-9555-c08a2e1d1370 · inbound

EigentSearch-Q+: Enhancing Deep Research Agents with Structured Reasoning Tools cites this paper.

EigentSearch-Q+: Enhancing Deep Research Agents with Structured Reasoning Tools Deep Research Agents: A Systematic Examination And Roadmap

Reference 14

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verified exact
arxiv_id, observed 2026-05-11T00:15:55.675727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T18:36:45.297356Z digest=sha256:5dbe1a5abbf55bfe4f2a695858ccaad65cf65dd366e76f6b513a55ff527d7ad8

Observation dbb15a17-1bbf-4dcb-a611-74d1a3c0673d · inbound

Web2BigTable: A Bi-Level Multi-Agent LLM System for Internet-Scale Information Search and Extraction cites this paper.

Web2BigTable: A Bi-Level Multi-Agent LLM System for Internet-Scale Information Search and Extraction Deep Research Agents: A Systematic Examination And Roadmap

Reference 9

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verified exact
arxiv_id, observed 2026-05-12T09:46:25.873775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T09:35:14.203293Z digest=sha256:6eb7d2cb68d315c0430e40ef04e4a33cf19d31b21a5c040e1737adccd25fb26f

Observation 25b68e49-0bcf-45af-b7e9-9e523ee39bf1 · inbound

AgentEconomist: An End-to-end Agentic System Translating Economic Intuitions into Executable Computational Experiments cites this paper.

AgentEconomist: An End-to-end Agentic System Translating Economic Intuitions into Executable Computational Experiments Deep Research Agents: A Systematic Examination And Roadmap

Reference 14

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verified exact
arxiv_id, observed 2026-05-12T10:11:27.605458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-07T07:31:43.479584Z digest=sha256:81b6d043d13be850d9b62d159601a1dba9f2821c185b88c107b5a5021725ccd1

Observation 8fdfd3be-96a6-4575-8cfb-4b7dc97d372e · inbound

LLM-Oriented Information Retrieval: A Denoising-First Perspective cites this paper.

LLM-Oriented Information Retrieval: A Denoising-First Perspective Deep Research Agents: A Systematic Examination And Roadmap

Reference 68

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verified exact
arxiv_id, observed 2026-05-11T16:01:20.077356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-09T18:54:06.144968Z digest=sha256:3cabd7a9506c0c224aec4ac990dd18f1485be200ca8d9b88d185b9fd42172904

Observation ca757d77-7d80-4bc4-8d12-e14750ace4bd · inbound

LLM-Oriented Information Retrieval: A Denoising-First Perspective cites this paper.

LLM-Oriented Information Retrieval: A Denoising-First Perspective Deep Research Agents: A Systematic Examination And Roadmap

Reference 71

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verified exact
arxiv_id, observed 2026-05-21T00:19:16.640037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T00:18:32.423103Z digest=sha256:bfacb02589bf6ec05f194b40346a871ee442edfc33ba4ee463b0d78533b38d43

Observation 76a57e28-5859-42cd-ab70-ded5a6b21783 · inbound

Behavior Cue Reasoning: Monitorable Reasoning Improves Efficiency and Safety through Oversight cites this paper.

Behavior Cue Reasoning: Monitorable Reasoning Improves Efficiency and Safety through Oversight Deep Research Agents: A Systematic Examination And Roadmap

Reference 17

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verified exact
arxiv_id, observed 2026-05-11T05:00:56.614027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T00:54:25.549158Z digest=sha256:7fec83a2299d42b24e10c0e99cf9dafc6af6bbc4277e4e1ab0a3cdd08bde347d

Observation 5c7a4361-1328-4b26-94a8-e1c29f03476c · inbound

Behavior Cue Reasoning: Monitorable Reasoning Improves Efficiency and Safety through Oversight cites this paper.

Behavior Cue Reasoning: Monitorable Reasoning Improves Efficiency and Safety through Oversight Deep Research Agents: A Systematic Examination And Roadmap

Reference 17

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verified exact
arxiv_id, observed 2026-05-21T08:29:52.740301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T08:29:09.122055Z digest=sha256:26058b8bde64e9d8500068bf7d31c201a7aab65fb6c5ef904938c6a2f6c8a867

Observation 2b100240-e49e-4a65-9831-4398cbac0f7f · inbound

Position: Academic Conferences are Potentially Facing Denominator Gaming Caused by Fully Automated Scientific Agents cites this paper.

Position: Academic Conferences are Potentially Facing Denominator Gaming Caused by Fully Automated Scientific Agents Deep Research Agents: A Systematic Examination And Roadmap

Reference 8

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verified exact
arxiv_id, observed 2026-05-12T05:41:26.184025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T05:03:10.013340Z digest=sha256:b1d1479486cf8c514ff00eb432272cd71cdcb84dcae49721b2237c82a07a09b1

Observation 5d494f98-fb3c-4fe9-bcaf-39757c1c2ab1 · 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 Agents: A Systematic Examination And Roadmap

Reference 9

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arxiv_id, observed 2026-05-14T19:19:23.747437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-14T19:18:52.801531Z digest=sha256:4adbb523a693d4da3184695d1f40e8c62faf295e17cc52c50f7f5b2e5f8ee6f7

Observation 7f2c14d8-a98f-4522-9956-ef92bdff3d8a · inbound

Scaling Retrieval-Augmented Reasoning with Parallel Search and Explicit Merging cites this paper.

Scaling Retrieval-Augmented Reasoning with Parallel Search and Explicit Merging Deep Research Agents: A Systematic Examination And Roadmap

Reference 6

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arxiv_id, observed 2026-05-14T18:57:50.393794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-14T18:52:42.989888Z digest=sha256:e3364f50cc4492448e6fc1ba6bc094a0344cc7571c63330a5a9460f5722a9b4f

Observation ec83814a-f45e-4c4a-aa1b-461ebeaa47d7 · inbound

PropGuard: Safeguarding LLM-MAS via Propagation-Aware Exploration and Remediation cites this paper.

PropGuard: Safeguarding LLM-MAS via Propagation-Aware Exploration and Remediation Deep Research Agents: A Systematic Examination And Roadmap

Reference 4

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arxiv_id, observed 2026-05-20T22:33:48.125586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-20T22:33:12.568495Z digest=sha256:3346f2c4e619de9133d5cc87a24f8c45f29eb713ccb54cdcbe4ae0b7087e3fcf

Observation b1fc70c0-710b-4596-99f3-a36a314cc99c · inbound

Workflow Closure Is Not Scientific Closure in Auto-Research Systems cites this paper.

Workflow Closure Is Not Scientific Closure in Auto-Research Systems Deep Research Agents: A Systematic Examination And Roadmap

Reference 51

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verified exact
arxiv_id, observed 2026-07-01T16:45:51.454108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-29T20:14:41.874134Z digest=sha256:9036f42c056065bc2ad833fe594b8c21eced3a758304678632c79058daeecb9c

Observation 123c4c08-ad26-4be9-a1c2-c507d6146a25 · 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 Agents: A Systematic Examination And Roadmap

Reference 10

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verified exact
arxiv_id, observed 2026-06-29T17:23:44.615580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-29T17:20:54.266770Z digest=sha256:b724189469eebaffb575e98b681db949951ef796704fe361d6b317dcab82d4fd

Observation edae7911-44c6-4601-93ad-a5b79d948b68 · inbound

Creative Reading: Scaffolding Reading for Transformation cites this paper.

Creative Reading: Scaffolding Reading for Transformation Deep Research Agents: A Systematic Examination And Roadmap

Reference 25

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verified exact
arxiv_id, observed 2026-07-02T10:26:51.947805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T05:03:22.249866Z digest=sha256:367c5913a0341dd89ec65c8ca367b5a5e8e1504cbd87ba610ceb04870f82cd7a

Observation cf91dc7d-3bb7-444d-9ddb-6d34e43974d8 · inbound

Creative Reading: Scaffolding Reading for Transformation cites this paper.

Creative Reading: Scaffolding Reading for Transformation Deep Research Agents: A Systematic Examination And Roadmap

Reference 25

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unresolved
no resolver link, observed 2026-08-02T12:28:05.280273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T12:28:05.280273Z digest=sha256:b74261468ab880700c56d65ed49c536a1c149fe52b3df7a8bfaad7abcf265188

Observation 0caa4896-be92-497e-b4bd-3f3c90178a1e · inbound

OpenSkill: Open-World Self-Evolution for LLM Agents cites this paper.

OpenSkill: Open-World Self-Evolution for LLM Agents Deep Research Agents: A Systematic Examination And Roadmap

Reference 27

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metadata mismatch
arxiv_id, observed 2026-07-02T13:56:59.926426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-06-28T00:47:38.201358Z digest=sha256:e846f569a62645d940147f86fba2130eeb744295903770a2ff457069b420c349

Observation fcb1a54f-1fe0-4919-a86d-bd9de33bd35b · inbound

HarnessBridge: Learnable Bidirectional Controller for LLM Agent Harness cites this paper.

HarnessBridge: Learnable Bidirectional Controller for LLM Agent Harness Deep Research Agents: A Systematic Examination And Roadmap

Reference 1

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verified exact
arxiv_id, observed 2026-07-03T13:58:22.297930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T07:16:34.220540Z digest=sha256:a54790e50c8d497351bb73228f0db6cfbe4d404a8f5dfc4f7d2c0db7936ed187

Observation 4bf05ab4-1da3-4d3e-8fb5-2aa86eef827b · inbound

MCompassRAG: Topic Metadata as a Semantic Compass for Paragraph-Level Retrieval cites this paper.

MCompassRAG: Topic Metadata as a Semantic Compass for Paragraph-Level Retrieval Deep Research Agents: A Systematic Examination And Roadmap

Reference 23

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metadata mismatch
arxiv_id, observed 2026-07-03T21:48:59.086689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-06-27T00:14:08.260144Z digest=sha256:fd7f68e89c7f685c4b14e759c5fbc162d007856d9e59c1303771d3b4d0ba8fd7

Observation ec83a0f2-f553-4d8c-8a8f-b7749dbb8de6 · inbound

MedBench v5: A Dynamic, Process-Oriented, and Hallucination-Aware Benchmark for Clinical Multimodal Models cites this paper.

MedBench v5: A Dynamic, Process-Oriented, and Hallucination-Aware Benchmark for Clinical Multimodal Models Deep Research Agents: A Systematic Examination And Roadmap

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-07-04T16:29:56.916780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-26T00:40:26.700516Z digest=sha256:5951436c78117d4ce9333a2647de44695e8cc58c2a4312258653c804e3d1c80f

Observation 8386037c-b810-40cb-a45d-03eefb9bccd6 · inbound

MedBench v5: A Dynamic, Process-Oriented, and Hallucination-Aware Benchmark for Clinical Multimodal Models cites this paper.

MedBench v5: A Dynamic, Process-Oriented, and Hallucination-Aware Benchmark for Clinical Multimodal Models Deep Research Agents: A Systematic Examination And Roadmap

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-07-04T12:59:52.277412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-26T05:42:11.764973Z digest=sha256:f219fa9eae47ef4866817254294353365d3eefeec79cb13dd6257045b263b124

Observation 4032c745-203f-4d41-b89a-4d4c648c93f0 · inbound

MedBench v5: A Dynamic, Process-Oriented, and Hallucination-Aware Benchmark for Clinical Multimodal Models cites this paper.

MedBench v5: A Dynamic, Process-Oriented, and Hallucination-Aware Benchmark for Clinical Multimodal Models Deep Research Agents: A Systematic Examination And Roadmap

Reference 14

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unresolved
no resolver link, observed 2026-07-12T12:36:00.189291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T12:36:00.189291Z digest=sha256:d9d46d770d91535daf527e2814ab3866767fac039681d92cfa5783876bae60a6

Observation 23eaa6eb-545d-44ff-89bb-8e60c7fa2426 · inbound

Multi-Head Recurrent Memory Agents cites this paper.

Multi-Head Recurrent Memory Agents Deep Research Agents: A Systematic Examination And Roadmap

Reference 10

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verified exact
arxiv_id, observed 2026-07-03T20:58:57.335307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-07-03T20:51:19.184959Z digest=sha256:130b5723f595810f50e0fe6f33c209e832986e498444727fc0e69bd32379daa9

Observation 1a918ce6-6f2d-4f62-853f-055961e0244e · inbound

Information Gain-based Rollout Policy Optimization: An Adaptive Tree-Structured Rollout Approach for Multi-Turn LLM Agents cites this paper.

Information Gain-based Rollout Policy Optimization: An Adaptive Tree-Structured Rollout Approach for Multi-Turn LLM Agents Deep Research Agents: A Systematic Examination And Roadmap

Reference 7

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verified exact
local_arxiv, observed 2026-07-08T13:04:56.716778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-07-08T13:01:45.049174Z digest=sha256:6c4b0a48d67e281cc331f5d81427b0fa5ebdb5a63f7fd6c76ee3163083bcba0d

Observation 5d8e3a95-e100-45e9-b122-5fb6504dcfa0 · inbound

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

VaseMuseum: Digital Intelligent Museum for Ancient Greek Pottery Deep Research Agents: A Systematic Examination And Roadmap

Reference 21

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verified exact
local_arxiv, observed 2026-07-08T08:04:48.048966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-07-08T08:00:31.873224Z digest=sha256:dc224ce120a802f5d87088f67df15b74cd6eb1874d3068c0fa40ac4f17d05e69

Observation 07cd77c9-2bf7-45cf-b1ca-23b0c2571cf4 · 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 Deep Research Agents: A Systematic Examination And Roadmap

Reference 22

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unresolved
no resolver link, observed 2026-08-02T04:46:36.754866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T04:46:36.754866Z digest=sha256:aa50bd4f09d54a2c96e6cd8e03b7ad4fe31f38b5732638d3ab57cdd693ad4c97

Observation 144d1af1-f183-422c-a75b-41c52fe58318 · inbound

AREX: Towards a Recursively Self-Improving Agent for Deep Research cites this paper.

AREX: Towards a Recursively Self-Improving Agent for Deep Research Deep Research Agents: A Systematic Examination And Roadmap

Reference 5

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unresolved
no resolver link, observed 2026-08-01T07:26:19.941430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T07:26:19.941430Z digest=sha256:5b5e98744707e4d17480328ce4aedfb10da5e6136aa3f5d1ab4d5618eb84efeb

Observation 36a853f1-a2d6-4687-b272-0f1faaa8181b · inbound

AREX: Towards a Recursively Self-Improving Agent for Deep Research cites this paper.

AREX: Towards a Recursively Self-Improving Agent for Deep Research Deep Research Agents: A Systematic Examination And Roadmap

Reference 2025

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malformed identifier
no resolver link, observed 2026-08-01T07:26:19.832375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T07:26:19.832375Z digest=sha256:16e97f9f2a2438edc9aa9e31272eedcff0aa971a3ac1c25929d6fe98c3a4d584

Observation 4709d86c-c1a4-40d9-9f50-a7122421ba48 · 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 Agents: A Systematic Examination And Roadmap

Reference 9

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unresolved
no resolver link, observed 2026-07-31T00:05:16.744284Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T00:05:16.744284Z digest=sha256:eb04dd31c0dfd854957eeb93bd75809dfee6cddff3e6217e654642785efc1028

Observation c99a32ec-1df5-4b2c-a547-d1336a3ea235 · inbound

Metis: Memory Foundation Model cites this paper.

Metis: Memory Foundation Model Deep Research Agents: A Systematic Examination And Roadmap

Reference 68

Resolution
unresolved
no resolver link, observed 2026-07-30T21:56:17.905333Z

Source-reported events for the cited work

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source=pdf_text observed=2026-07-30T21:56:17.905333Z digest=sha256:5151d665aa093d14db6b829aa7cd2599f0734f1836190aa706181b49bd4695e7

Observation 9087cd9d-eb14-4fe9-8925-1dde0c4862c0 · inbound

Metis: Memory Foundation Model cites this paper.

Metis: Memory Foundation Model Deep Research Agents: A Systematic Examination And Roadmap

Reference 70

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no resolver link, observed 2026-08-05T04:28:11.331021Z

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source=pdf_text observed=2026-08-05T04:28:11.331021Z digest=sha256:5506c34cea4607bbf7b55e205cf02bed868239124798d46dda0817ccc3cd99c9

Observation 739c0335-8ff3-4bea-9c35-098ac4939804 · inbound

SciDataSailor: Deep Scientific Data Exploring cites this paper.

SciDataSailor: Deep Scientific Data Exploring Deep Research Agents: A Systematic Examination And Roadmap

Reference 15

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unresolved
no resolver link, observed 2026-08-01T15:02:36.965352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T15:02:36.965352Z digest=sha256:e03fd5581f9c523276eb7de87d9871f0cc55866a9efde3cb305e0c2633cdb96f

Observation 5395e886-fd98-4c24-8ef4-05da4c2e2924 · 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 Agents: A Systematic Examination And Roadmap

Reference 13

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unresolved
no resolver link, observed 2026-08-05T00:22:58.857295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T00:22:58.857295Z digest=sha256:422c1045aa0c339063c6f434e2e3fbc7d6046c867ed5ebcd997c5186be582780