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Paper Citation Record · LEDGER

Flow-DPO: Improving LLM Mathematical Reasoning through Online Multi-Agent Learning

As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2410.22304.

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

pith.paper-citation-record.v1
2410.22304 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:15:46.203453Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T05:57:41.707599Z

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 2ed163b2-d841-4b93-ba5f-5250bbd76677 · inbound

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review cites this paper.

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review Flow-DPO: Improving LLM Mathematical Reasoning through Online Multi-Agent Learning

Reference 205

Resolution
verified exact
arxiv_id, observed 2026-05-15T02:57:38.114961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-15T02:57:37.873567Z digest=sha256:70b2542609796e07fb3c5b23c9af0b04e6410982500465a948a419b9b1646f6d

Observation fafd95a7-c04b-42c5-82f5-d63377ef481b · inbound

MasHost Builds It All: Autonomous Multi-Agent System Directed by Reinforcement Learning cites this paper.

MasHost Builds It All: Autonomous Multi-Agent System Directed by Reinforcement Learning Flow-DPO: Improving LLM Mathematical Reasoning through Online Multi-Agent Learning

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-07T05:15:46.203453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:15:46.203453Z digest=sha256:4f95aee4b207c236f9ecc8c6614b78d91f22f748c7e617f14b86050d7a26ef9a

Observation 3c3b4cdf-c412-446d-8908-961cc6afba05 · inbound

GigaVideo-1: Advancing Video Generation via Automatic Feedback with 4 GPU-Hours Fine-Tuning cites this paper.

GigaVideo-1: Advancing Video Generation via Automatic Feedback with 4 GPU-Hours Fine-Tuning Flow-DPO: Improving LLM Mathematical Reasoning through Online Multi-Agent Learning

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-07T04:29:38.509910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:29:38.509910Z digest=sha256:0b8e7ce093e75be203e038a6a3b17afd1897806c850a0c79bd274f8230aaca09

Observation 7d857315-f88a-464c-ae7d-d1e88e57548c · inbound

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes cites this paper.

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes Flow-DPO: Improving LLM Mathematical Reasoning through Online Multi-Agent Learning

Reference 46

Resolution
verified exact
arxiv_id, observed 2026-07-03T05:57:41.709232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-06-27T12:59:51.091008Z digest=sha256:fb4841b5aa4f861777a3ff1dfeb488072b4d80ce71843bf023bc3342c93f15fe