Paper Citation Record · LEDGER

UnityMAS-O: A General RL Optimization Framework for LLM-Based Multi-Agent Systems

As of 5 August 2026, this Paper Citation Record lists 4 of 4 outbound references and 2 inbound Pith citation observations for arXiv:2605.26646.

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

pith.paper-citation-record.v1
2605.26646 v1

Coverage vector

measured 4 of 4 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T18:17:13.526135Z

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T07:15:04.134379Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

4 of 4 outbound references displayed

verified exact0
verified fuzzy0
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d0aef022-31d4-4edd-9a43-34688d3c4f6c · outbound

This paper cites write newline.

UnityMAS-O: A General RL Optimization Framework for LLM-Based Multi-Agent Systems write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-29T18:17:13.526135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92ec0fd1-3239-47b3-af5f-015f5536472e · outbound

This paper cites @esa (Ref.

UnityMAS-O: A General RL Optimization Framework for LLM-Based Multi-Agent Systems @esa (Ref

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-29T18:17:13.526135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bbbbd14-8d00-47e4-a788-5bf291c26716 · outbound

This paper cites an unresolved cited work.

UnityMAS-O: A General RL Optimization Framework for LLM-Based Multi-Agent Systems Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-29T18:17:13.526135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d58954a8-eda0-45ba-bb2e-25d85ca5456f · outbound

This paper cites an unresolved cited work.

UnityMAS-O: A General RL Optimization Framework for LLM-Based Multi-Agent Systems Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-29T18:17:13.526135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation fae82917-c0f9-4ff7-b926-1e414060d602 · inbound

MIRROR: Learning from the Other View for Multi-Modal Reasoning cites this paper.

MIRROR: Learning from the Other View for Multi-Modal Reasoning UnityMAS-O: A General RL Optimization Framework for LLM-Based Multi-Agent Systems

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T07:15:04.134379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 131f243f-4a64-4ae6-b9de-088a776901d7 · inbound

SearchArt: Training Long-Horizon Search Agent with Scalable Synthetic and Verified Task cites this paper.

SearchArt: Training Long-Horizon Search Agent with Scalable Synthetic and Verified Task UnityMAS-O: A General RL Optimization Framework for LLM-Based Multi-Agent Systems

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T03:45:20.131676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.