Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-05T04:50:32.162564Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-08T13:04:56.715325Z
0 of 0 outbound references displayed
External citation measurements
No source-named external measurement is stored.
No outbound reference observations are available for this paper version.
Observation 5289e74a-80dc-4411-aa61-13709b601cc4 · inbound
Large Language Models for Next-Generation Wireless Network Management: A Survey and Tutorial Deep Research Agents: A Systematic Examination And Roadmap
Reference 173
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7bb495e0-f22e-4a15-a949-61db86aa1261 · inbound
Linguistic Nepotism: Trading-off Quality for Language Preference in Multilingual RAG Deep Research Agents: A Systematic Examination And Roadmap
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ba085bd1-dce0-48e0-9ec9-d97a70c7f8e1 · inbound
Erase to Improve: Erasable Reinforcement Learning for Search-Augmented LLMs Deep Research Agents: A Systematic Examination And Roadmap
Reference 22
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.
Observation f208564f-c8da-4303-a57e-0acca0500edd · inbound
IoDResearch: Deep Research on Private Heterogeneous Data via the Internet of Data Deep Research Agents: A Systematic Examination And Roadmap
Reference 10
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.
Observation 8c657912-53e5-4ed9-a528-5e2f7051858f · inbound
Advancing Subsurface Discovery and Geothermal Monitoring with an Agentic Artificial Intelligence Framework Deep Research Agents: A Systematic Examination And Roadmap
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 754889f8-8ef1-4850-a501-92bea3b04cf9 · inbound
Training One Model to Master Cross-Level Agentic Actions via Reinforcement Learning Deep Research Agents: A Systematic Examination And Roadmap
Reference 2019
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ac8b2ac-5ac3-4c70-a5cf-2ecdd6adb3df · inbound
Large Language Model Agent for User-friendly Chemical Process Simulations Deep Research Agents: A Systematic Examination And Roadmap
Reference 5
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.
Observation bd9edeec-17b2-41aa-8fd1-c5cef35c8547 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3839f3c2-2a1a-4c82-98a5-76fcce1d9732 · inbound
Adaptive Information Control for Search-Augmented LLM Reasoning Deep Research Agents: A Systematic Examination And Roadmap
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4adc64a1-8bcb-4068-b455-801aff5e86e6 · inbound
Emergent Social Intelligence Risks in Generative Multi-Agent Systems Deep Research Agents: A Systematic Examination And Roadmap
Reference 63
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.
Observation 26904385-0d14-45e4-bbbc-55cbd2844b53 · inbound
Self-Optimizing Multi-Agent Systems for Deep Research Deep Research Agents: A Systematic Examination And Roadmap
Reference 7
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.
Observation c7fc4ea0-d4f5-4817-b170-45496d62cc67 · inbound
Learning to Retrieve from Agent Trajectories Deep Research Agents: A Systematic Examination And Roadmap
Reference 4
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.
Observation 7f61a2f3-23ab-4672-aa7b-e8922ad9dddc · inbound
Towards Trustworthy Report Generation: A Deep Research Agent with Progressive Confidence Estimation and Calibration Deep Research Agents: A Systematic Examination And Roadmap
Reference 6
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.
Observation 90c08047-b6b1-471e-9555-c08a2e1d1370 · inbound
EigentSearch-Q+: Enhancing Deep Research Agents with Structured Reasoning Tools Deep Research Agents: A Systematic Examination And Roadmap
Reference 14
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.
Observation dbb15a17-1bbf-4dcb-a611-74d1a3c0673d · inbound
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
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.
Observation 25b68e49-0bcf-45af-b7e9-9e523ee39bf1 · inbound
AgentEconomist: An End-to-end Agentic System Translating Economic Intuitions into Executable Computational Experiments Deep Research Agents: A Systematic Examination And Roadmap
Reference 14
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.
Observation 8fdfd3be-96a6-4575-8cfb-4b7dc97d372e · inbound
LLM-Oriented Information Retrieval: A Denoising-First Perspective Deep Research Agents: A Systematic Examination And Roadmap
Reference 68
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.
Observation ca757d77-7d80-4bc4-8d12-e14750ace4bd · inbound
LLM-Oriented Information Retrieval: A Denoising-First Perspective Deep Research Agents: A Systematic Examination And Roadmap
Reference 71
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.
Observation 76a57e28-5859-42cd-ab70-ded5a6b21783 · inbound
Behavior Cue Reasoning: Monitorable Reasoning Improves Efficiency and Safety through Oversight Deep Research Agents: A Systematic Examination And Roadmap
Reference 17
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.
Observation 5c7a4361-1328-4b26-94a8-e1c29f03476c · inbound
Behavior Cue Reasoning: Monitorable Reasoning Improves Efficiency and Safety through Oversight Deep Research Agents: A Systematic Examination And Roadmap
Reference 17
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.
Observation 2b100240-e49e-4a65-9831-4398cbac0f7f · inbound
Position: Academic Conferences are Potentially Facing Denominator Gaming Caused by Fully Automated Scientific Agents Deep Research Agents: A Systematic Examination And Roadmap
Reference 8
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.
Observation 5d494f98-fb3c-4fe9-bcaf-39757c1c2ab1 · inbound
ViDR: Grounding Multimodal Deep Research Reports in Source Visual Evidence Deep Research Agents: A Systematic Examination And Roadmap
Reference 9
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.
Observation 7f2c14d8-a98f-4522-9956-ef92bdff3d8a · inbound
Scaling Retrieval-Augmented Reasoning with Parallel Search and Explicit Merging Deep Research Agents: A Systematic Examination And Roadmap
Reference 6
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.
Observation ec83814a-f45e-4c4a-aa1b-461ebeaa47d7 · inbound
PropGuard: Safeguarding LLM-MAS via Propagation-Aware Exploration and Remediation Deep Research Agents: A Systematic Examination And Roadmap
Reference 4
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.
Observation b1fc70c0-710b-4596-99f3-a36a314cc99c · inbound
Workflow Closure Is Not Scientific Closure in Auto-Research Systems Deep Research Agents: A Systematic Examination And Roadmap
Reference 51
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.
Observation 123c4c08-ad26-4be9-a1c2-c507d6146a25 · inbound
Helicase: Uncertainty-Guided Supply Chain Knowledge Graph Construction with Autonomous Multi-Agent LLMs Deep Research Agents: A Systematic Examination And Roadmap
Reference 10
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.
Observation edae7911-44c6-4601-93ad-a5b79d948b68 · inbound
Creative Reading: Scaffolding Reading for Transformation Deep Research Agents: A Systematic Examination And Roadmap
Reference 25
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.
Observation cf91dc7d-3bb7-444d-9ddb-6d34e43974d8 · inbound
Creative Reading: Scaffolding Reading for Transformation Deep Research Agents: A Systematic Examination And Roadmap
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0caa4896-be92-497e-b4bd-3f3c90178a1e · inbound
OpenSkill: Open-World Self-Evolution for LLM Agents Deep Research Agents: A Systematic Examination And Roadmap
Reference 27
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.
Observation fcb1a54f-1fe0-4919-a86d-bd9de33bd35b · inbound
HarnessBridge: Learnable Bidirectional Controller for LLM Agent Harness Deep Research Agents: A Systematic Examination And Roadmap
Reference 1
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.
Observation 4bf05ab4-1da3-4d3e-8fb5-2aa86eef827b · inbound
MCompassRAG: Topic Metadata as a Semantic Compass for Paragraph-Level Retrieval Deep Research Agents: A Systematic Examination And Roadmap
Reference 23
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.
Observation ec83a0f2-f553-4d8c-8a8f-b7749dbb8de6 · inbound
MedBench v5: A Dynamic, Process-Oriented, and Hallucination-Aware Benchmark for Clinical Multimodal Models Deep Research Agents: A Systematic Examination And Roadmap
Reference 14
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.
Observation 8386037c-b810-40cb-a45d-03eefb9bccd6 · inbound
MedBench v5: A Dynamic, Process-Oriented, and Hallucination-Aware Benchmark for Clinical Multimodal Models Deep Research Agents: A Systematic Examination And Roadmap
Reference 14
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.
Observation 4032c745-203f-4d41-b89a-4d4c648c93f0 · inbound
MedBench v5: A Dynamic, Process-Oriented, and Hallucination-Aware Benchmark for Clinical Multimodal Models Deep Research Agents: A Systematic Examination And Roadmap
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23eaa6eb-545d-44ff-89bb-8e60c7fa2426 · inbound
Multi-Head Recurrent Memory Agents Deep Research Agents: A Systematic Examination And Roadmap
Reference 10
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.
Observation 1a918ce6-6f2d-4f62-853f-055961e0244e · inbound
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
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.
Observation 5d8e3a95-e100-45e9-b122-5fb6504dcfa0 · inbound
VaseMuseum: Digital Intelligent Museum for Ancient Greek Pottery Deep Research Agents: A Systematic Examination And Roadmap
Reference 21
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.
Observation 07cd77c9-2bf7-45cf-b1ca-23b0c2571cf4 · inbound
Analogical Deep Research: Retrieving and Integrating Historical Analogies for Foresight Analysis Deep Research Agents: A Systematic Examination And Roadmap
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 144d1af1-f183-422c-a75b-41c52fe58318 · inbound
AREX: Towards a Recursively Self-Improving Agent for Deep Research Deep Research Agents: A Systematic Examination And Roadmap
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36a853f1-a2d6-4687-b272-0f1faaa8181b · inbound
AREX: Towards a Recursively Self-Improving Agent for Deep Research Deep Research Agents: A Systematic Examination And Roadmap
Reference 2025
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4709d86c-c1a4-40d9-9f50-a7122421ba48 · inbound
HiEviDR-Bench: A Benchmark for Hierarchical Evidence Aggregation in Deep Research Deep Research Agents: A Systematic Examination And Roadmap
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c99a32ec-1df5-4b2c-a547-d1336a3ea235 · inbound
Metis: Memory Foundation Model Deep Research Agents: A Systematic Examination And Roadmap
Reference 68
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9087cd9d-eb14-4fe9-8925-1dde0c4862c0 · inbound
Metis: Memory Foundation Model Deep Research Agents: A Systematic Examination And Roadmap
Reference 70
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 739c0335-8ff3-4bea-9c35-098ac4939804 · inbound
SciDataSailor: Deep Scientific Data Exploring Deep Research Agents: A Systematic Examination And Roadmap
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5395e886-fd98-4c24-8ef4-05da4c2e2924 · inbound
FinDeepIndicator: Benchmarking Deep Research Agents in End-to-End Financial Indicator Construction Deep Research Agents: A Systematic Examination And Roadmap
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.