Pith. sign in

Paper Citation Record · LEDGER

De-amplifying Bias from Differential Privacy in Language Model Fine-tuning

As of 13 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2402.04489.

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

pith.paper-citation-record.v1
2402.04489 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 2026-08-13T06:32:02.005865+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T15:12:11.601702Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-13T03:22:10.152875Z

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 3abe65a0-9f0c-4f22-8ef4-9d2e7d7f9b62 · inbound

SoK: What Makes Private Learning Unfair? cites this paper.

SoK: What Makes Private Learning Unfair? De-amplifying Bias from Differential Privacy in Language Model Fine-tuning

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-10T15:12:11.601702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:12:11.601702Z digest=sha256:775a0d97c50229928e4496c45d64cec43801067f5636784914e57cd571e5c3bc

Observation e2395c84-d411-4ba4-a34b-897a50626d50 · inbound

Differentially-private text generation degrades output language quality cites this paper.

Differentially-private text generation degrades output language quality De-amplifying Bias from Differential Privacy in Language Model Fine-tuning

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-04T17:03:13.281563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T17:03:13.281563Z digest=sha256:77afa5514fa7a8466d25b37f2f968358da17ac9b5135b27a59514bfcd9a672c5

Observation bb122faa-963d-4050-af2f-d2575671f39c · inbound

How Does Differential Privacy Affect Social Bias in LLMs? A Systematic Evaluation cites this paper.

How Does Differential Privacy Affect Social Bias in LLMs? A Systematic Evaluation De-amplifying Bias from Differential Privacy in Language Model Fine-tuning

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-05-13T03:22:10.155034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-05-13T03:19:53.871506Z digest=sha256:b3d33f091ff6b5f75483ecb05aeb58df19c9216c1ffb2e87fd9072d089daa87b