Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 14 inbound Pith citation observations for arXiv:2502.11098.
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 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T04:46:04.702757Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-19T16:52:39.969066Z
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 39ece59c-66f4-4406-b021-6e9416d17754 · inbound
From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems
Reference 230
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3bf54df7-142d-4d18-b03e-bad26aaca308 · inbound
Multi-level Value Alignment in Agentic AI Systems: Survey and Perspectives Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems
Reference 186
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e0266041-d159-46df-a022-dfcc99a9d8cd · inbound
A Hybrid Multi-Agent Prompting Approach for Simplifying Complex Sentences Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32d3b9e3-49f3-4a89-a450-e78994d188f0 · inbound
OMS: On-the-fly, Multi-Objective, Self-Reflective Ad Keyword Generation via LLM Agent Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a5a3d8fe-8f36-4e44-b94f-8deecbe99c67 · inbound
CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7211faf-d9f7-48ba-bbf1-f324fc62190d · inbound
Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8afb29aa-a2ea-4201-a5d4-9ba04cf0a1ae · inbound
Benchmarking Agentic Newswriting via Journalistic Workflows Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c792e183-af0e-4b90-985f-fd7f28eac0b5 · inbound
Latent Collaboration in Multi-Agent Systems Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e690024-23de-4b3d-a1b5-3b4680f2a64f · inbound
Latent Collaboration in Multi-Agent Systems Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7919d93a-9bae-43b8-8324-ec3aaffd2643 · inbound
NetworkGames: Simulating Cooperation in Network Games with Personality-driven LLM Agents Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation eeb93e3a-f6f1-464c-9a8a-e7b229c56c0c · inbound
The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems
Reference 79
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 52ede1ca-ae96-4dc4-be5d-f291a8d54bd8 · inbound
Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems
Reference 212
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 748af88c-9524-410f-8167-b8e798d3f264 · inbound
Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems
Reference 213
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a4f3ac0c-5257-43f4-b35d-d1ed745790bc · inbound
Faithful, Not Corrective: Message-Format Effects in Multi-Hop Agent Relays Are Tier-Dependent Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.