Paper Citation Record · LEDGER

DeceptPrompt: Exploiting LLM-driven Code Generation via Adversarial Natural Language Instructions

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2312.04730.

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

pith.paper-citation-record.v1
2312.04730 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:51:08.283547Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T23:57:17.070864Z

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 d4eab460-2271-4564-b278-007c8904bd2f · inbound

XOXO: Stealthy Cross-Origin Context Poisoning Attacks against AI Coding Assistants cites this paper.

XOXO: Stealthy Cross-Origin Context Poisoning Attacks against AI Coding Assistants DeceptPrompt: Exploiting LLM-driven Code Generation via Adversarial Natural Language Instructions

Reference 67

Resolution: verified exact; arxiv_id, observed 2026-05-22T23:57:17.074337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 937e60db-bb68-4755-864e-e46940ef7d65 · inbound

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation cites this paper.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation DeceptPrompt: Exploiting LLM-driven Code Generation via Adversarial Natural Language Instructions

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.283547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c1d2248-9164-4014-a77f-3ee2127b9e30 · 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? DeceptPrompt: Exploiting LLM-driven Code Generation via Adversarial Natural Language Instructions

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-06T14:17:34.165989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbc77a68-d9ca-4d9d-a33d-29c36136f676 · inbound

When Prompts Go Wrong: Evaluating Code Model Robustness to Ambiguous, Contradictory, and Incomplete Task Descriptions cites this paper.

When Prompts Go Wrong: Evaluating Code Model Robustness to Ambiguous, Contradictory, and Incomplete Task Descriptions DeceptPrompt: Exploiting LLM-driven Code Generation via Adversarial Natural Language Instructions

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T13:38:53.175435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74c7822b-14eb-404c-b1ed-50d1f6456530 · inbound

RedCoder: Automated Multi-Turn Red Teaming for Code LLMs cites this paper.

RedCoder: Automated Multi-Turn Red Teaming for Code LLMs DeceptPrompt: Exploiting LLM-driven Code Generation via Adversarial Natural Language Instructions

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:44.825846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edadc5a6-04e6-4541-8790-ec8afb6e8bf6 · inbound

A First Look at the Security Issues in the Model Context Protocol Ecosystem cites this paper.

A First Look at the Security Issues in the Model Context Protocol Ecosystem DeceptPrompt: Exploiting LLM-driven Code Generation via Adversarial Natural Language Instructions

Reference 50

Resolution: verified exact; arxiv_id, observed 2026-05-18T06:12:26.265767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ad624bf0-2d03-4299-b408-e64053beb4b3 · inbound

Fragile Thoughts: How Large Language Models Handle Chain-of-Thought Perturbations cites this paper.

Fragile Thoughts: How Large Language Models Handle Chain-of-Thought Perturbations DeceptPrompt: Exploiting LLM-driven Code Generation via Adversarial Natural Language Instructions

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-16T03:47:15.299667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7bed2130-f027-49f9-ab0d-c1d6e23eae1f · inbound

IssueTrojanBench: Benchmarking AI Coding Agents Against Malicious Issue Requests cites this paper.

IssueTrojanBench: Benchmarking AI Coding Agents Against Malicious Issue Requests DeceptPrompt: Exploiting LLM-driven Code Generation via Adversarial Natural Language Instructions

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T09:30:49.040148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.