Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Fine-Tuning with Differential Privacy Necessitates an Additional Hyperparameter Search
As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2210.02156.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T11:55:17.970408Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-23T17:23:15.496622Z
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 1d0b3d24-8cb4-4ab4-b406-3d640af10591 · inbound
Privacy Leakage via Output Label Space and Differentially Private Continual Learning cites this paper.
Privacy Leakage via Output Label Space and Differentially Private Continual Learning Fine-Tuning with Differential Privacy Necessitates an Additional Hyperparameter Search
Reference 28
- Resolution
- verified exact
- arxiv_id, observed 2026-05-23T17:23:15.499809Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 325737e6-c2e1-42df-a414-9bf03f4b098d · inbound
Hyperparameters in Score-Based Membership Inference Attacks cites this paper.
Hyperparameters in Score-Based Membership Inference Attacks Fine-Tuning with Differential Privacy Necessitates an Additional Hyperparameter Search
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T15:44:00.661641Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f46b7f1f-0426-45df-98f6-794895c6fff3 · inbound
Do You Really Need Public Data? Surrogate Public Data for Differential Privacy on Tabular Data cites this paper.
Do You Really Need Public Data? Surrogate Public Data for Differential Privacy on Tabular Data Fine-Tuning with Differential Privacy Necessitates an Additional Hyperparameter Search
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T11:55:17.970408Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.