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Paper Citation Record · LEDGER

SoK: Reducing the Vulnerability of Fine-tuned Language Models to Membership Inference Attacks

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2403.08481.

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

pith.paper-citation-record.v1
2403.08481 v1

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 2026-08-17T06:30:58.91139+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T04:42:13.597599Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T04:42:25.024014Z

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 c434380c-3b22-4c0a-9f0d-32624122abef · inbound

DCMI: A Differential Calibration Membership Inference Attack Against Retrieval-Augmented Generation cites this paper.

DCMI: A Differential Calibration Membership Inference Attack Against Retrieval-Augmented Generation SoK: Reducing the Vulnerability of Fine-tuned Language Models to Membership Inference Attacks

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-08-05T04:42:25.113901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T04:42:13.597599Z digest=sha256:73b3acb067575abe296fa01588f06d518e34be27c7391bb88ae329e566ef99b2

Observation d3ffca8a-8534-4e35-9bc5-ba255df9a2ec · inbound

LLM in the Middle: A Systematic Review of Threats and Mitigations to Real-World LLM-based Systems cites this paper.

LLM in the Middle: A Systematic Review of Threats and Mitigations to Real-World LLM-based Systems SoK: Reducing the Vulnerability of Fine-tuned Language Models to Membership Inference Attacks

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-04T17:46:11.794582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:46:11.794582Z digest=sha256:fdda125afd3ccf3984b117fa51cb7a13b0db3f0b6138fa71076f5eeadeb2d275