Paper Citation Record · LEDGER

PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization

As of 22 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2505.09921.

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

pith.paper-citation-record.v1
2505.09921 v2

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:25:30.349153Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

13 of 13 outbound references displayed

verified exact0
verified fuzzy2
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 05c3cd1c-673c-4809-87a5-85cd33aa1e02 · outbound

This paper cites an unresolved cited work.

PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:25:30.750743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7ad7b9b3-6f19-48c3-a8fb-05784b5b528a · outbound

This paper cites Jailbreaking Black Box Large Language Models in Twenty Queries.

PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization Jailbreaking Black Box Large Language Models in Twenty Queries

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T21:25:30.263004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fdd92e0-2897-4ed6-b798-c497ba72111e · outbound

This paper cites an unresolved cited work.

PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:25:30.706991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation da385784-9905-4176-9ffa-3c3827b91d98 · outbound

This paper cites an unresolved cited work.

PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:25:30.682065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ef03d2c1-034f-4a53-9236-097f3c3c4747 · outbound

This paper cites GPTFUZZER: Red Teaming Large Language Models with Auto-Generated Jailbreak Prompts.

PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization GPTFUZZER: Red Teaming Large Language Models with Auto-Generated Jailbreak Prompts

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T21:25:30.283707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc94bf0f-d737-4878-a1c9-8082c85b1f5e · outbound

This paper cites Improved Few-Shot Jailbreaking Can Circumvent Aligned Language Models and Their Defenses.

PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization Improved Few-Shot Jailbreaking Can Circumvent Aligned Language Models and Their Defenses

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T21:25:30.293416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0936e326-e157-4f0f-958c-136b9cd2e20f · outbound

This paper cites Jailbreak Prompt (TrustLLM Dataset).

PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization Jailbreak Prompt (TrustLLM Dataset)

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:25:30.772468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2c08c492-422f-4cb9-b0e6-546a80aab808 · outbound

This paper cites an unresolved cited work.

PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:25:30.725867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 351f2152-3143-490f-90e5-e1b607e718ff · outbound

This paper cites an unresolved cited work.

PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:25:30.652116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 75ffeba3-0012-46d7-ab5d-004d42d43e0f · outbound

This paper cites System Prompt (TrustLLM Dataset).

PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization System Prompt (TrustLLM Dataset)

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:25:30.627309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation bb6eba2e-ce5f-4dac-aa0d-b88d7c579fec · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-15T21:25:30.277739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5b3edc9-8b58-4972-b1c8-3b64f1f56bf5 · outbound

This paper cites CodeChameleon: Personalized Encryption Framework for Jailbreaking Large Language Models.

PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization CodeChameleon: Personalized Encryption Framework for Jailbreaking Large Language Models

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-15T21:25:30.269701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5128263-1ac6-4914-8f05-97d8cbd9af31 · outbound

This paper cites Prompt Leakage effect and defense strategies for multi-turn LLM interactions.

PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization Prompt Leakage effect and defense strategies for multi-turn LLM interactions

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-15T21:25:30.253728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.