Paper Citation Record · LEDGER

Low-Cost and Comprehensive Non-textual Input Fuzzing with LLM-Synthesized Input Generators

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2501.19282.

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

pith.paper-citation-record.v1
2501.19282 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 2026-08-08T06:32:00.761636+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:25:39.729227Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T21:03:59.401697Z

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 99a6730c-09dd-4df6-9aa2-a15b599d4e4d · inbound

RAG or Fine-tuning? A Comparative Study on LCMs-based Code Completion in Industry cites this paper.

RAG or Fine-tuning? A Comparative Study on LCMs-based Code Completion in Industry Low-Cost and Comprehensive Non-textual Input Fuzzing with LLM-Synthesized Input Generators

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-07T15:25:39.729227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1a95c35-eb97-4e30-a183-b519f6507979 · inbound

ZTaint-Havoc: From Havoc Mode to Zero-Execution Fuzzing-Driven Taint Inference cites this paper.

ZTaint-Havoc: From Havoc Mode to Zero-Execution Fuzzing-Driven Taint Inference Low-Cost and Comprehensive Non-textual Input Fuzzing with LLM-Synthesized Input Generators

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T05:06:57.322780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca8258de-fbaf-4781-9cf8-20c235142471 · inbound

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models cites this paper.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Low-Cost and Comprehensive Non-textual Input Fuzzing with LLM-Synthesized Input Generators

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:20.438580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df35b2bc-d5b2-44e2-929d-a44a29a9fa90 · inbound

Position Paper: Programming Language Techniques for Bridging LLM Code Generation Semantic Gaps cites this paper.

Position Paper: Programming Language Techniques for Bridging LLM Code Generation Semantic Gaps Low-Cost and Comprehensive Non-textual Input Fuzzing with LLM-Synthesized Input Generators

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-06T18:07:13.053523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7aa12c0d-9953-4d7b-aa9d-bf045dfe5d63 · inbound

Cascaded Code Editing: Large-Small Model Collaboration for Effective and Efficient Code Editing cites this paper.

Cascaded Code Editing: Large-Small Model Collaboration for Effective and Efficient Code Editing Low-Cost and Comprehensive Non-textual Input Fuzzing with LLM-Synthesized Input Generators

Reference 63

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:56:05.749609Z

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 9e80ce22-4e55-46b6-ac74-2f4c4793067d · inbound

FuzzPilot: Plateau-Triggered Recipe Validation for Structured Text Fuzzing cites this paper.

FuzzPilot: Plateau-Triggered Recipe Validation for Structured Text Fuzzing Low-Cost and Comprehensive Non-textual Input Fuzzing with LLM-Synthesized Input Generators

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-06-29T21:03:59.402972Z

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.