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Paper Citation Record · LEDGER

Mars-PO: Multi-Agent Reasoning System Preference Optimization

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2411.19039.

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

pith.paper-citation-record.v1
2411.19039 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T00:51:18.786861Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T22:47:25.851906Z

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 e0fde64d-8c8e-47f3-8ec0-1608e7cb85ed · inbound

Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified Discovery cites this paper.

Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified Discovery Mars-PO: Multi-Agent Reasoning System Preference Optimization

Reference 160

Resolution
verified exact
arxiv_id, observed 2026-07-02T22:47:25.853804Z

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.

source=pdf_text observed=2026-06-27T18:39:44.696961Z digest=sha256:344c0fabaf94b1256ff0dec8de2f7429919cbf76bddcbaaa60ebf0160daaf02c

Observation fad21fef-7abb-4ae9-bb49-ef5246c26335 · inbound

Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified Discovery cites this paper.

Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified Discovery Mars-PO: Multi-Agent Reasoning System Preference Optimization

Reference 160

Resolution
unresolved
no resolver link, observed 2026-08-02T12:05:17.904146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T12:05:17.904146Z digest=sha256:5df30b7dd22addec43fc7ec190f0c1c7235aa2c78186fbe18c1859f4810fae80

Observation 89acc868-36dd-4f4b-a1b6-66445ed40372 · inbound

Learning Sexism Detection Using Multi-Agent Perspectivist Preference Optimization cites this paper.

Learning Sexism Detection Using Multi-Agent Perspectivist Preference Optimization Mars-PO: Multi-Agent Reasoning System Preference Optimization

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-08T00:51:18.786861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T00:51:18.786861Z digest=sha256:4d1ebffcd5f7ab73000e71405475a9523079afeb5db0631126c463fdcfca3b4f