Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-30T15:46:33.925648Z
Paper Citation Record · LEDGER
When Does Multi-Agent RL Improve LLM Workflows? Workflow, Scale, and Policy-Sharing Tradeoffs
As of 15 August 2026, this Paper Citation Record lists 4 of 4 outbound references and 1 inbound Pith citation observation for arXiv:2605.24202.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-11T22:33:34.033014Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-11T22:33:34.199490Z
Reference resolution
4 of 4 outbound references displayed
- verified exact0
- verified fuzzy2
- unresolved1
- parse uncertain0
- malformed identifier1
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation a6287705-7502-452b-bd3c-f6fcaa476974 · outbound
This paper cites write newline.
When Does Multi-Agent RL Improve LLM Workflows? Workflow, Scale, and Policy-Sharing Tradeoffs write newline
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T16:35:10.742625Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 05152402-5ee8-4093-a573-d2340a1af67a · outbound
This paper cites @esa (Ref.
When Does Multi-Agent RL Improve LLM Workflows? Workflow, Scale, and Policy-Sharing Tradeoffs @esa (Ref
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T16:35:10.744515Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 079ad4e7-baa8-4bc1-803c-8ec2ad36f4a7 · outbound
This paper cites an unresolved cited work.
When Does Multi-Agent RL Improve LLM Workflows? Workflow, Scale, and Policy-Sharing Tradeoffs Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-07-08T16:35:10.740763Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 189ea2bc-ff8f-4f78-aa3a-37f277e31ce8 · outbound
This paper cites Victoria Beckham.
When Does Multi-Agent RL Improve LLM Workflows? Workflow, Scale, and Policy-Sharing Tradeoffs Victoria Beckham
Reference 4
- Resolution
- malformed identifier
- arxiv_id, observed 2026-06-30T15:54:49.543774Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Pith citing papers
Observation c2d5d88c-688a-4af1-a683-ae3e9eca9756 · inbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows cites this paper.
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows When Does Multi-Agent RL Improve LLM Workflows? Workflow, Scale, and Policy-Sharing Tradeoffs
Reference 39
- Resolution
- verified exact
- local_arxiv, observed 2026-08-11T22:33:34.245040Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.