Paper Citation Record · LEDGER

ReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 11 inbound Pith citation observations for arXiv:2503.02390.

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

pith.paper-citation-record.v1
2503.02390 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 11 of 11 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:18:06.516181Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T11:51:04.058346Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
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 f6c6a078-025c-44de-bc9c-4dac425e4d73 · inbound

X-MAS: Towards Building Multi-Agent Systems with Heterogeneous LLMs cites this paper.

X-MAS: Towards Building Multi-Agent Systems with Heterogeneous LLMs ReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:19.901471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa354434-7fa9-487d-b74c-d26c1db85583 · inbound

Swarm Intelligence Enhanced Reasoning: A Density-Driven Framework for LLM-Based Multi-Agent Optimization cites this paper.

Swarm Intelligence Enhanced Reasoning: A Density-Driven Framework for LLM-Based Multi-Agent Optimization ReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T15:18:06.516181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac7fa204-6c4d-44fd-9845-4ee1836164c9 · inbound

G-Memory: Tracing Hierarchical Memory for Multi-Agent Systems cites this paper.

G-Memory: Tracing Hierarchical Memory for Multi-Agent Systems ReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-07T05:39:59.042322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb1703c3-3723-494e-ac79-1ea083567aeb · inbound

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects cites this paper.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects ReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.633945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1b881ac-be65-40b1-a94e-d7b13de4415b · inbound

Dynamic Collaboration of Multi-Language Models based on Minimal Complete Semantic Units cites this paper.

Dynamic Collaboration of Multi-Language Models based on Minimal Complete Semantic Units ReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-05T16:18:48.779795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcfe041f-c392-4a2d-8914-d8ab87e9e025 · inbound

Attributes as Textual Genes: Leveraging LLMs as Genetic Algorithm Simulators for Conditional Synthetic Data Generation cites this paper.

Attributes as Textual Genes: Leveraging LLMs as Genetic Algorithm Simulators for Conditional Synthetic Data Generation ReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks

Reference 2025

Resolution: malformed identifier; no resolver link, observed 2026-08-05T12:01:25.779810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a48624ca-37d6-4efd-a8f3-655f2a40d1e1 · inbound

Latent Collaboration in Multi-Agent Systems cites this paper.

Latent Collaboration in Multi-Agent Systems ReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:53.066978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d6c2fe0-2d54-47b2-a487-6130f495be57 · inbound

Latent Collaboration in Multi-Agent Systems cites this paper.

Latent Collaboration in Multi-Agent Systems ReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-04T06:52:33.628375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 101452a5-2a87-45a4-bfa7-e4afa39aaf2f · inbound

Toward Efficient Agents: Memory, Tool learning, and Planning cites this paper.

Toward Efficient Agents: Memory, Tool learning, and Planning ReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks

Reference 196

Resolution: unresolved; no resolver link, observed 2026-08-03T09:21:51.197641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cb2fcd0-44a8-43f8-ae8e-926022c89f20 · inbound

The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems cites this paper.

The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems ReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks

Reference 104

Resolution: unresolved; no resolver link, observed 2026-08-02T22:58:14.115218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afd7bc30-0e15-45f5-b9b1-7d3d6e1cfcd7 · inbound

Multi-Agent Systems: From Classical Paradigms to Large Foundation Model-Enabled Futures cites this paper.

Multi-Agent Systems: From Classical Paradigms to Large Foundation Model-Enabled Futures ReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks

Reference 84

Resolution: verified exact; arxiv_id, observed 2026-05-11T11:51:04.061560Z

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.