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Paper Citation Record · LEDGER

Margin Matching Preference Optimization: Enhanced Model Alignment with Granular Feedback

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 1 inbound Pith citation observation for arXiv:2410.03145.

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

pith.paper-citation-record.v1
2410.03145 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 1 of 1 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T07:11:58.335445Z

measured 0 of 1 external citation measurements

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

Source: cited_works

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 e6fa90af-812f-4a2d-b450-88956982a40f · inbound

Noisy Pairwise-Comparison Random Search for Smooth Nonconvex Optimization cites this paper.

Noisy Pairwise-Comparison Random Search for Smooth Nonconvex Optimization Margin Matching Preference Optimization: Enhanced Model Alignment with Granular Feedback

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-03T07:11:58.335445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T07:11:58.335445Z digest=sha256:565136ec70a4c26ddb900bea16173a45a99d9beea60e78d3def04c76914e3cf4