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Paper Citation Record · LEDGER

Preference Optimization via Contrastive Divergence: Your Reward Model is Secretly an NLL Estimator

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2502.04567.

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

pith.paper-citation-record.v1
2502.04567 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 2026-08-07T06:34:17.273281+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:20:58.461665Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-25T05:36:40.511807Z

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 8216cd18-29cc-4630-88ef-433fb7559ef1 · inbound

York's Cavity Formalism and Quantum Modified Thermodynamics of (2+1)D Black Holes cites this paper.

York's Cavity Formalism and Quantum Modified Thermodynamics of (2+1)D Black Holes Preference Optimization via Contrastive Divergence: Your Reward Model is Secretly an NLL Estimator

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T05:20:58.461665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T05:20:58.461665Z digest=sha256:db96966ddd048e0995ee906bb16238238099cd44f0ae55bb450b44cef32ce26c

Observation 268757a8-56ca-4ae9-bb86-dfe3e9422386 · inbound

DeepEyesV2: Toward Agentic Multimodal Model cites this paper.

DeepEyesV2: Toward Agentic Multimodal Model Preference Optimization via Contrastive Divergence: Your Reward Model is Secretly an NLL Estimator

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-16T05:32:29.524459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-16T05:32:29.266583Z digest=sha256:5bbf83e59c4a2b4ed6013c6a4afa74fad606477d8c938183c42e3c2b84ac6367

Observation a4553154-f928-474f-9534-aa324d786347 · inbound

HawkesLLM: Semantic Uncertainty Propagation in Agentic Text Simulation cites this paper.

HawkesLLM: Semantic Uncertainty Propagation in Agentic Text Simulation Preference Optimization via Contrastive Divergence: Your Reward Model is Secretly an NLL Estimator

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-25T05:36:40.513620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-05-25T05:30:37.320976Z digest=sha256:49466995948c7280bceaf56fa762e0fe5229c2247f212a97bedaf1cfbaefea2d