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 19 inbound Pith citation observations for arXiv:2412.17481.
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 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T23:35:21.215729Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T09:59:45.547679Z
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 e49d1733-77de-472d-ad7b-841f00c876f2 · inbound
From Unstructured Communication to Intelligent RAG: Multi-Agent Automation for Supply Chain Knowledge Bases A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a8d254e-e49e-4612-abf3-cb519e87fe46 · inbound
SV-LLM: An Agentic Approach for SoC Security Verification using Large Language Models A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 47ddb252-8632-4654-85b0-e78f4d88aaa5 · inbound
Tractable Asymmetric Verification for Large Language Models via Deterministic Replicability A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a29b47cb-dae2-49f1-8222-c328eafbe737 · inbound
MetaboT: An LLM-based Multi-Agent Frameworkfor Interactive Analysis of Mass SpectrometryMetabolomics Knowledge Graphs A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 507fcadb-2bf2-49b6-9f39-bb2161bd62fb · inbound
Chinese Short-Form Creative Content Generation via Explanation-Oriented Multi-Objective Optimization A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application
Reference 75
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 40f5af50-3d56-46fc-a0c4-041974f074a4 · inbound
ValueFlow: Measuring the Propagation of Value Perturbations in Multi-Agent LLM Systems A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2de7cc10-b930-44a5-8122-191a82f5ceac · inbound
Reinforcement Learning for LLM-based Multi-Agent Systems through Orchestration Traces A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ebae214d-fa6a-429f-9a0d-cb0ea4f218d0 · inbound
ScioMind: Cognitively Grounded Multi-Agent Social Simulation with Anchoring-Based Belief Dynamics and Dynamic Profiles A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9d32fd3b-3c01-456c-9445-c3a7741540b3 · inbound
Multi-Agentic Approach for History Matching of Oil Reservoirs A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3299cda7-8c84-4d25-991a-56288bd0d7a3 · inbound
Agent Manufacturing: Foundation-Model Agents as First-Class Industrial Entities A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 43bda1da-7110-4aec-bb02-1a36f7441b07 · inbound
Multi-Agent Systems are Mixtures of Experts: Who Becomes an Influencer? A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0ac89f72-6d2f-4d0a-92b2-141860c250c7 · inbound
MOC: Multi-Order Communication in LLM-based Multi-Agent Systems A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a164d33f-1293-4709-beab-6f8fadc9e16a · inbound
Toward Human-Centered Multi-Agent Systems: Integrating Cognition, Culture, Values, and Cooperation in AI Agents A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 564375f9-f017-4ed9-aa2d-0a0a92f636ea · inbound
MAS-PromptBench: When Does Prompt Optimization Improve Multi-Agent LLM Systems? A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e86d83a1-7532-48a1-a4a8-b3cb283ad33f · inbound
Clarus: Coordinating Autonomous Research Agents toward Web-Scale Scientific Collaboration A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 77e292be-0bb4-47c4-bd53-51e0eca28384 · inbound
When Do Multi-Agent Systems Help? An Information Bottleneck Perspective A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24d5894c-4b06-45e7-b850-abb72932e243 · inbound
Agentic Re-Casting using Agentic Re-Simulations A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application
Reference 80
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd4eaee4-805a-47ef-92a1-71a8271150fd · inbound
Asking Questions the Right Way: A Multi-Agent Conversational System for Prompt Formulation in Complex Task Resolution A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9abdb2de-e32c-4c54-9f59-bc8d8da8c311 · inbound
Blockchain Empowered Trustworthy Agent Networks: Foundations, Taxonomy, and Future Directions A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.