Pith. sign in

Paper Citation Record · LEDGER

Dual-Difficulty Curriculum Learning for Direct Preference Optimization

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2504.07856.

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

pith.paper-citation-record.v1
2504.07856 v4

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 2026-08-10T06:31:04.303077+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:14:27.351094Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-14T21:12:58.901615Z

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 9d089f33-2fa1-42a4-b067-705125e34387 · inbound

EgoVLM: Policy Optimization for Egocentric Video Understanding cites this paper.

EgoVLM: Policy Optimization for Egocentric Video Understanding Dual-Difficulty Curriculum Learning for Direct Preference Optimization

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-07T11:14:27.351094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:14:27.351094Z digest=sha256:56cbe536706b8c1193eba40f365fbd3dba940c0c66a78c6cfbfbffddf754ccb3

Observation e05acbc5-7fad-480c-afd1-58b7f07a2a60 · inbound

Explaining and Breaking the Safety-Helpfulness Ceiling via Preference Dimensional Expansion cites this paper.

Explaining and Breaking the Safety-Helpfulness Ceiling via Preference Dimensional Expansion Dual-Difficulty Curriculum Learning for Direct Preference Optimization

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-07-10T01:19:38.268453Z

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=pdf_text observed=2026-05-13T01:03:10.263663Z digest=sha256:e8ede9e0fba282f71b2577800b630deda4024e982ddca62a00a1680707ae7cf4

Observation 747ccb1a-515c-432d-87dd-438df0b5fc0a · inbound

Explaining and Breaking the Safety-Helpfulness Ceiling via Preference Dimensional Expansion cites this paper.

Explaining and Breaking the Safety-Helpfulness Ceiling via Preference Dimensional Expansion Dual-Difficulty Curriculum Learning for Direct Preference Optimization

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-07-10T01:19:38.268453Z

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=pdf_text observed=2026-05-14T21:12:06.989077Z digest=sha256:af47af834fcca78fa2a3e0fc8bad3120e83452df3e6a77cbb9070a416c72e080