Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
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.
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 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-15T14:21:42.743627Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
0 of 0 outbound references displayed
External citation measurements
0
pith, observed 2026-08-05T02:28:24.338817Z
No outbound reference observations are available for this paper version.
Observation a23ad862-a60a-445c-be34-e4f49ff8445c · inbound
Structural Enforcement of Statistical Rigor in AI-Driven Discovery: A Functional Architecture Deep Research: A Survey of Autonomous Research Agents
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3eb17ad0-7ca4-4926-9eba-2a72f7eeb937 · inbound
MemOCR: Layout-Aware Visual Memory for Efficient Long-Horizon Reasoning Deep Research: A Survey of Autonomous Research Agents
Reference 33
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.
Observation 320683ed-3989-4767-aaac-3dd60d28e38b · inbound
TREX: Automating LLM Fine-tuning via Agent-Driven Tree-based Exploration Deep Research: A Survey of Autonomous Research Agents
Reference 54
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.
Observation 9f0fb377-052e-4b9c-8218-6f8cac5ec878 · inbound
GTA-2: Benchmarking General Tool Agents from Atomic Tool-Use to Open-Ended Workflows Deep Research: A Survey of Autonomous Research Agents
Reference 7
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.
Observation 30a2f1f2-0e8c-4e3a-8b4e-a3ec28a47a10 · inbound
MemSearch-o1: Empowering Large Language Models with Reasoning-Aligned Memory Growth in Agentic Search Deep Research: A Survey of Autonomous Research Agents
Reference 62
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.
Observation 42df67be-ad1f-4ddf-b119-b280c6bb3a44 · inbound
Rewarding the Scientific Process: Process-Level Reward Modeling for Agentic Data Analysis Deep Research: A Survey of Autonomous Research Agents
Reference 73
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.
Observation ada35c39-b4ec-4ff9-b4b5-ac764dec5d7e · inbound
Rewarding the Scientific Process: Process-Level Reward Modeling for Agentic Data Analysis Deep Research: A Survey of Autonomous Research Agents
Reference 73
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.
Observation dfa9d258-79f3-434c-9782-46307b68a2e0 · inbound
Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Deep Research: A Survey of Autonomous Research Agents
Reference 48
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.
Observation 9db151a6-9c8d-4fe2-b36d-34af54d59155 · inbound
ViDR: Grounding Multimodal Deep Research Reports in Source Visual Evidence Deep Research: A Survey of Autonomous Research Agents
Reference 31
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.
Observation d0314982-b1e6-45d4-9cbf-0ee8fc070beb · inbound
Remembering More, Risking More: Longitudinal Safety Risks in Memory-Equipped LLM Agents Deep Research: A Survey of Autonomous Research Agents
Reference 108
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.
Observation 85775350-197c-401e-81e1-a79478cf9954 · inbound
Helicase: Uncertainty-Guided Supply Chain Knowledge Graph Construction with Autonomous Multi-Agent LLMs Deep Research: A Survey of Autonomous Research Agents
Reference 16
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.
Observation cbb4cb91-ee9a-46cf-b767-6ea693ef437a · inbound
VeriTrip: A Verifiable Benchmark for Travel Planning Agents over Unstructured Web Corpora Deep Research: A Survey of Autonomous Research Agents
Reference 5
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.
Observation a5790dc4-6048-42f4-9e1d-e71fe2a0fa0e · inbound
Search-Time Contamination in Deep Research Agents: Measuring Performance Inflation in Public Benchmark Evaluation Deep Research: A Survey of Autonomous Research Agents
Reference 27
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.
Observation efb04c2c-4046-4a09-a32d-05f8b0f39e1a · inbound
Unsupervised Skill Discovery for Agentic Data Analysis Deep Research: A Survey of Autonomous Research Agents
Reference 4
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.
Observation 59073127-cc21-4800-a39a-5f64858dbd89 · inbound
DuMate-DeepResearch: An Auditable Multi-Agent System with Recursive Search and Rubric-Grounded Reasoning Deep Research: A Survey of Autonomous Research Agents
Reference 23
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.
Observation 4eb9b555-d4e4-4205-a7e5-295917737f39 · inbound
SkillHone: A Harness for Continual Agent Skill Evolution Through Persistent Decision History Deep Research: A Survey of Autonomous Research Agents
Reference 27
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.
Observation ba1a6bda-91d8-410c-b1ae-48d5ac888d87 · inbound
Benchmarking AI Agents for Addressing Scientific Challenges Across Scales Deep Research: A Survey of Autonomous Research Agents
Reference 6
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.
Observation 64de60a6-0153-484b-b33d-166e0882ef30 · inbound
BioInsight: Multi-Agent Orchestration for Interactive Biomedical Knowledge Discovery Deep Research: A Survey of Autonomous Research Agents
Reference 39
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.
Observation 7ff557ba-5bf4-4443-ba16-939f9e5ede40 · inbound
BioInsight: Multi-Agent Orchestration for Interactive Biomedical Knowledge Discovery Deep Research: A Survey of Autonomous Research Agents
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 307347a1-bb24-493f-9c2e-0b8909a5b28f · inbound
Lifelong In-Context Learning with Transformers Requires Parametric Forms of Attention Deep Research: A Survey of Autonomous Research Agents
Reference 52
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.
Observation 84cd81f1-3234-471e-a3b9-7b5e116226cf · inbound
Understanding and Evaluating Claw-like Agent Security Through a Computer-Systems Lens Deep Research: A Survey of Autonomous Research Agents
Reference 40
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.
Observation 460d4c54-e25e-4932-9312-3a7a7d09d2ab · inbound
One Reflection Is Not Enough: Self-Correcting Autonomous Research via Multi-Hypothesis Failure Attribution Deep Research: A Survey of Autonomous Research Agents
Reference 137
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.
Observation 5520efcc-34b9-4c5c-835d-dbe2cd9ac41c · inbound
VaseMuseum: Digital Intelligent Museum for Ancient Greek Pottery Deep Research: A Survey of Autonomous Research Agents
Reference 20
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.
Observation 12791e9d-62f9-4ada-9d76-bb79f11ada4c · inbound
HiEviDR-Bench: A Benchmark for Hierarchical Evidence Aggregation in Deep Research Deep Research: A Survey of Autonomous Research Agents
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 554376d1-03f2-4dea-bd12-9544378c2447 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a857a87-ce7c-4542-af24-9e1c97bc559f · inbound
FinDeepIndicator: Benchmarking Deep Research Agents in End-to-End Financial Indicator Construction Deep Research: A Survey of Autonomous Research Agents
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 79bae350-5bd9-4c49-8d1b-a61718551739 · inbound
On Understanding, Identifying, and Mitigating Vulnerabilities in Agentic Large Language Models Deep Research: A Survey of Autonomous Research Agents
Reference 160
Source-reported events for the cited work
Unavailable: canonical work link unavailable.