Paper Citation Record · LEDGER

Flocks of Stochastic Parrots: Differentially Private Prompt Learning for Large Language Models

As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2305.15594.

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

pith.paper-citation-record.v1
2305.15594 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 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 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T10:26:42.780831Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T01:27:31.067833Z

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 8f681012-46c6-43b4-be22-5d07bb092aa5 · inbound

Label Privacy in Split Learning for Large Models with Parameter-Efficient Training cites this paper.

Label Privacy in Split Learning for Large Models with Parameter-Efficient Training Flocks of Stochastic Parrots: Differentially Private Prompt Learning for Large Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T10:26:42.780831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation debb9a65-22f8-4bc3-9d91-f0ffe2a7fd45 · inbound

Verified Language Processing with Hybrid Explainability: A Technical Report cites this paper.

Verified Language Processing with Hybrid Explainability: A Technical Report Flocks of Stochastic Parrots: Differentially Private Prompt Learning for Large Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T19:40:07.154939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 293c2375-ac38-4ea7-b110-d75818b03645 · inbound

Public Data Assisted Differentially Private In-Context Learning cites this paper.

Public Data Assisted Differentially Private In-Context Learning Flocks of Stochastic Parrots: Differentially Private Prompt Learning for Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T17:28:48.235576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2801a007-e4b2-47be-9489-6329558bbf53 · inbound

Pop Quiz Attack: Black-box Membership Inference Attacks Against Large Language Models cites this paper.

Pop Quiz Attack: Black-box Membership Inference Attacks Against Large Language Models Flocks of Stochastic Parrots: Differentially Private Prompt Learning for Large Language Models

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:26:09.116862Z

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 289efab6-98c7-4797-a607-83ea148674cd · inbound

Canonicalized Stable-List Replay for Private Federated Continual Learning over Language-Model Embeddings cites this paper.

Canonicalized Stable-List Replay for Private Federated Continual Learning over Language-Model Embeddings Flocks of Stochastic Parrots: Differentially Private Prompt Learning for Large Language Models

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-07-01T19:16:01.060680Z

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 5ee1489a-026c-4f6a-a440-286f18bbb5c0 · 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 Flocks of Stochastic Parrots: Differentially Private Prompt Learning for Large Language Models

Reference 40

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T01:27:31.069229Z

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.