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Paper Citation Record · LEDGER

Large-Scale Differentially Private BERT

As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2108.01624.

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

pith.paper-citation-record.v1
2108.01624 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:20:25.056835Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T01:27:31.075443Z

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 25166d02-c32b-4371-b99a-639ec4dca86d · inbound

Quantifying Memorization Across Neural Language Models cites this paper.

Quantifying Memorization Across Neural Language Models Large-Scale Differentially Private BERT

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-13T22:04:59.719858Z

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.

source=pdf_text observed=2026-05-13T22:04:59.678438Z digest=sha256:a251e5f3d2c1f798d62b24b5a3d257dc93b9b86d38a5924b59fc540507705446

Observation 29b8f53e-8efe-4ffc-8fd5-de82409646e7 · inbound

Pythia: A Suite for Analyzing Large Language Models Across Training and Scaling cites this paper.

Pythia: A Suite for Analyzing Large Language Models Across Training and Scaling Large-Scale Differentially Private BERT

Reference 224

Resolution
metadata mismatch
arxiv_id, observed 2026-05-15T17:45:17.942185Z

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.

source=arxiv_source observed=2026-05-15T17:45:17.540282Z digest=sha256:6ea4806c75091513dd4b9e5133bfb4534c0a9f09509da6886d651dce77352f4f

Observation 6b00b5ca-8972-4dbe-a249-dacf990cebc9 · inbound

On the Privacy Risk of In-context Learning cites this paper.

On the Privacy Risk of In-context Learning Large-Scale Differentially Private BERT

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-12T19:46:23.904802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T19:46:23.904802Z digest=sha256:512d8646b5c509de12c69009794293266f0783e145b7775b3c9d7c492d175ecf

Observation ffb21bcb-0bb7-4890-9824-daeae5a399e5 · inbound

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification cites this paper.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Large-Scale Differentially Private BERT

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-11T14:31:35.689861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T14:31:35.689861Z digest=sha256:62aee3496aba4bca0f168ce51172b76f3b18ffc14759945ef49082361b00459a

Observation 807bf33c-57d7-452b-9f79-7ea34005f6ae · inbound

A Lightweight Method to Disrupt Memorized Sequences in LLM cites this paper.

A Lightweight Method to Disrupt Memorized Sequences in LLM Large-Scale Differentially Private BERT

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-08T20:08:57.270395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T20:08:57.270395Z digest=sha256:734dfef08930bbaf13913060f2d72c9de2582ed11a7b92a3347d147515d82e5d

Observation dd1c1f6b-3009-4dbd-98fd-0fa026636972 · inbound

How Private is Your Attention? Bridging Privacy with In-Context Learning cites this paper.

How Private is Your Attention? Bridging Privacy with In-Context Learning Large-Scale Differentially Private BERT

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-16T11:20:25.056835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-16T11:20:25.056835Z digest=sha256:4ee7c33b9e3ae6a5e3ee1a3ad4ae9237a63e02cbbd89bca5b7fdd34af8671a17

Observation 40ba1c93-4b24-4713-b47a-4c5a8363e815 · inbound

SOFT: Selective Data Obfuscation for Protecting LLM Fine-tuning against Membership Inference Attacks cites this paper.

SOFT: Selective Data Obfuscation for Protecting LLM Fine-tuning against Membership Inference Attacks Large-Scale Differentially Private BERT

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T04:33:16.813407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:33:16.813407Z digest=sha256:3d1d2768d188b05529602612793b77c608cc6fdc87935b33cd74fe2a4de736a6

Observation fe8390a5-d080-424e-a9b5-434193777d07 · inbound

FlashDP: Private Training Large Language Models with Efficient DP-SGD cites this paper.

FlashDP: Private Training Large Language Models with Efficient DP-SGD Large-Scale Differentially Private BERT

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T21:06:00.814361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T21:06:00.814361Z digest=sha256:faa9b1b7d3092cc7ccd0c39c1c208f95ebd280b1788744a0743feb0a0049619a

Observation 5aa0ad4d-1028-47ba-932a-820e5293f6e3 · inbound

Fundamental Limitations of Favorable Privacy-Utility Guarantees for DP-SGD cites this paper.

Fundamental Limitations of Favorable Privacy-Utility Guarantees for DP-SGD Large-Scale Differentially Private BERT

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-16T13:37:56.542875Z

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.

source=pdf_text observed=2026-05-16T13:37:50.765735Z digest=sha256:3086ddb1176efcca552ec21b6a0f8cf4c4cb9e2a61d32227782bff3d2528f682

Observation 1fb76b8c-0167-4009-8b53-7b9d9d87407b · inbound

Unveiling Privacy Risks in Multi-modal Large Language Models: Task-specific Vulnerabilities and Mitigation Challenges cites this paper.

Unveiling Privacy Risks in Multi-modal Large Language Models: Task-specific Vulnerabilities and Mitigation Challenges Large-Scale Differentially Private BERT

Reference 37

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T01:27:31.076788Z

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.

source=arxiv_source observed=2026-06-27T16:33:28.848573Z digest=sha256:873ad9aba602e8e448815e0773620939fd8f0dbb723f4e303971a222148ee9ce