Pith. sign in

Paper Citation Record · LEDGER

The Crucial Role of Samplers in Online Direct Preference Optimization

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2409.19605.

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

pith.paper-citation-record.v1
2409.19605 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T23:03:53.212190Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T02:06:27.164295Z

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 00c51ad8-6c46-4b97-819d-695d06df7778 · inbound

PILAF: Optimal Human Preference Sampling for Reward Modeling cites this paper.

PILAF: Optimal Human Preference Sampling for Reward Modeling The Crucial Role of Samplers in Online Direct Preference Optimization

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-08T23:03:53.212190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T23:03:53.212190Z digest=sha256:75e471768f2736138fbbde8f51ba629c8e06ad688c380bcba5b9f8b01b1db036

Observation 245695a2-4741-4640-b5f6-85084e6eec57 · inbound

P$^2$-DPO: Grounding Hallucination in Perceptual Processing via Calibration Direct Preference Optimization cites this paper.

P$^2$-DPO: Grounding Hallucination in Perceptual Processing via Calibration Direct Preference Optimization The Crucial Role of Samplers in Online Direct Preference Optimization

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-07-02T02:06:27.166100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-06-28T11:13:37.291834Z digest=sha256:d2ad0ee6062998be732db426fc20d186e1375f6a6d396b6e3002f2a112ff8e03