Pith. sign in

Paper Citation Record · LEDGER

Smoke and Mirrors: Jailbreaking LLM-based Code Generation via Implicit Malicious Prompts

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2503.17953.

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

pith.paper-citation-record.v1
2503.17953 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 2026-08-09T06:31:02.800959+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:45:59.021956Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T11:58:06.217643Z

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 e7d19855-612e-47c8-b8cd-0439326844db · inbound

Explicit Vulnerability Generation with LLMs: An Investigation Beyond Adversarial Attacks cites this paper.

Explicit Vulnerability Generation with LLMs: An Investigation Beyond Adversarial Attacks Smoke and Mirrors: Jailbreaking LLM-based Code Generation via Implicit Malicious Prompts

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T17:45:59.021956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:45:59.021956Z digest=sha256:cb1c3191210dc9bb3a4f577e09a303ff5e1fa9f1f9f969c28e477c428b10f3e6

Observation 9026f885-45b9-4f61-9058-67dcfbe230f6 · inbound

MOCHA: Are Code Language Models Robust Against Multi-Turn Malicious Coding Prompts? cites this paper.

MOCHA: Are Code Language Models Robust Against Multi-Turn Malicious Coding Prompts? Smoke and Mirrors: Jailbreaking LLM-based Code Generation via Implicit Malicious Prompts

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T14:17:34.102503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:17:34.102503Z digest=sha256:41b9480394fb4b08c43fa860062be7da0e1f5c979bb62d1603a511d9af8ead6e

Observation 9a1a8b2a-012d-49de-9a86-b00d6f9852d0 · inbound

A Validated Prompt Bank for Malicious Code Generation: Separating Executable Weapons from Security Knowledge in 1,554 Consensus-Labeled Prompts cites this paper.

A Validated Prompt Bank for Malicious Code Generation: Separating Executable Weapons from Security Knowledge in 1,554 Consensus-Labeled Prompts Smoke and Mirrors: Jailbreaking LLM-based Code Generation via Implicit Malicious Prompts

Reference 52

Resolution
verified exact
arxiv_id, observed 2026-05-09T06:40:43.788197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-08T18:11:29.066362Z digest=sha256:ca5ab205315deaede7084668024b495adae15189b7ef326e572fc867981ff841

Observation 30fbee82-16ba-4ffb-b709-dfa34185b7c4 · inbound

Grammar-Constrained Decoding Can Jailbreak LLMs into Generating Malicious Code cites this paper.

Grammar-Constrained Decoding Can Jailbreak LLMs into Generating Malicious Code Smoke and Mirrors: Jailbreaking LLM-based Code Generation via Implicit Malicious Prompts

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-07-03T11:58:06.219220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-27T09:14:50.233629Z digest=sha256:5b79580fedf6a8c3d1ef402173e29749a4239fbc22dfa98a7b64ad0872a8e16f

Observation 514d289f-d1d2-40c6-bae1-d910c90febd4 · inbound

Refused in Chat, Written in Code: Workflow-Level Jailbreak Construction in IDE Coding Agents cites this paper.

Refused in Chat, Written in Code: Workflow-Level Jailbreak Construction in IDE Coding Agents Smoke and Mirrors: Jailbreaking LLM-based Code Generation via Implicit Malicious Prompts

Reference 21

Resolution
unresolved
no resolver link, observed 2026-07-11T22:40:37.839133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T22:40:37.839133Z digest=sha256:22cb5e258260f0c45d9fe80ea8255854ca6fcbfe83c656e26904c444f554abb4

Observation 934d8f74-9ba6-467b-bac7-946e5e2e6054 · inbound

Refused in Chat, Written in Code: Workflow-Level Jailbreak Construction in IDE Coding Agents cites this paper.

Refused in Chat, Written in Code: Workflow-Level Jailbreak Construction in IDE Coding Agents Smoke and Mirrors: Jailbreaking LLM-based Code Generation via Implicit Malicious Prompts

Reference 21

Resolution
unresolved
no resolver link, observed 2026-07-13T07:01:49.222325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T07:01:49.222325Z digest=sha256:9dc5325af1cd5ac937033cca0bb379c02f1f21d34a1ceb19fc06b9b9f0d6ce72