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Paper Citation Record · LEDGER

Shaping the Safety Boundaries: Understanding and Defending Against Jailbreaks in Large Language Models

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2412.17034.

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

pith.paper-citation-record.v1
2412.17034 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 9 of 9 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:23:01.399521Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T17:37:14.918785Z

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 b83560eb-6c72-4f8f-bc06-60b13f5dd309 · inbound

Audio Jailbreak: An Open Comprehensive Benchmark for Jailbreaking Large Audio-Language Models cites this paper.

Audio Jailbreak: An Open Comprehensive Benchmark for Jailbreaking Large Audio-Language Models Shaping the Safety Boundaries: Understanding and Defending Against Jailbreaks in Large Language Models

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T15:23:01.399521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:23:01.399521Z digest=sha256:d01c97a0a18b76cccea312edaf81b1e6f9071534b831f0b810ad795a68c2c21f

Observation 03bc869b-8a66-43da-83aa-dfba094f8186 · inbound

VSCBench: Bridging the Gap in Vision-Language Model Safety Calibration cites this paper.

VSCBench: Bridging the Gap in Vision-Language Model Safety Calibration Shaping the Safety Boundaries: Understanding and Defending Against Jailbreaks in Large Language Models

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T14:13:10.866739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:13:10.866739Z digest=sha256:b0bd38dbd8e45d565e4335bb2d0957f4cca162ebada5d31e49059ee0f60fa810

Observation 954456f8-4bf4-48d7-8406-c4d614839bae · inbound

Con Instruction: Universal Jailbreaking of Multimodal Large Language Models via Non-Textual Modalities cites this paper.

Con Instruction: Universal Jailbreaking of Multimodal Large Language Models via Non-Textual Modalities Shaping the Safety Boundaries: Understanding and Defending Against Jailbreaks in Large Language Models

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T12:07:58.929188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T12:07:58.929188Z digest=sha256:753108082a0d6b38a9e88caf882f9472ee6750c491f766cb32ae574ad3bbf5f6

Observation 0dac8ef6-6477-455b-bf29-81049e1406ef · inbound

Probing the Robustness of Large Language Models Safety to Latent Perturbations cites this paper.

Probing the Robustness of Large Language Models Safety to Latent Perturbations Shaping the Safety Boundaries: Understanding and Defending Against Jailbreaks in Large Language Models

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T23:49:14.203220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:49:14.203220Z digest=sha256:034849c1b3e7109d7de38be86be31bd33df41de475e1213b9ab89d8ad28710a2

Observation 5eb63a85-64b7-46f4-a4b7-18449173e532 · 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 Shaping the Safety Boundaries: Understanding and Defending Against Jailbreaks in Large Language Models

Reference 100

Resolution
unresolved
no resolver link, observed 2026-08-04T17:46:18.543469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:46:18.543469Z digest=sha256:b283ecefe879fe33f1e9426a5cb3cfea36883e9b05bab1fa9ae45453590bb4b8

Observation 46a53fd7-b283-434a-8f45-3a266a9a2acb · inbound

SAID: Safety-Aware Intent Defense via Prefix Probing for Large Language Models cites this paper.

SAID: Safety-Aware Intent Defense via Prefix Probing for Large Language Models Shaping the Safety Boundaries: Understanding and Defending Against Jailbreaks in Large Language Models

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-18T05:25:54.605699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-18T05:22:30.509147Z digest=sha256:640e950574ee3e76204f6a3e23e0bbe805722df171a667b39dd66a300c2b8481

Observation 29227c06-44cc-4f2c-b5c1-03417af72ae0 · inbound

Defending Jailbreak Attacks on Large Language Models via Manifold Trajectory Kinetics cites this paper.

Defending Jailbreak Attacks on Large Language Models via Manifold Trajectory Kinetics Shaping the Safety Boundaries: Understanding and Defending Against Jailbreaks in Large Language Models

Reference 29

Resolution
verified exact
arxiv_id, observed 2026-07-02T17:37:14.920303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-27T21:55:48.561400Z digest=sha256:e6ff40020557b6c3ff31adc87eca1eeca9db75487a113b3bc2e9969970b5bb66

Observation 6aff0174-89f8-4400-9339-e03518ed1ffd · inbound

Addressing Over-Refusal in LLMs with Competing Rewards cites this paper.

Addressing Over-Refusal in LLMs with Competing Rewards Shaping the Safety Boundaries: Understanding and Defending Against Jailbreaks in Large Language Models

Reference 70

Resolution
verified exact
arxiv_id, observed 2026-07-01T08:55:35.539005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-07-01T06:59:12.695984Z digest=sha256:8b13d4a6e009f1f595533f810bab20f19a0280b588e5b3ea8d872e3dcd708159

Observation edfb52eb-3352-40f1-a6cf-383f38025d43 · inbound

GhostPrompt: Cross-Image Adversarial Prompt for Vision-Language Models cites this paper.

GhostPrompt: Cross-Image Adversarial Prompt for Vision-Language Models Shaping the Safety Boundaries: Understanding and Defending Against Jailbreaks in Large Language Models

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-01T12:04:22.904927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:04:22.904927Z digest=sha256:0638ba42519840dcc17a3058a6025143c51792ce089a28ecdc600ea9bcd96e6c