Paper Citation Record · LEDGER

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models

As of 13 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 2 inbound Pith citation observations for arXiv:2507.22065.

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

pith.paper-citation-record.v1
2507.22065 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:45:25.207732Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T18:37:50.887789Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T09:48:47.983534Z

Reference resolution

45 of 45 outbound references displayed

verified exact0
verified fuzzy43
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation be1bf2af-e629-4dd2-890a-1e0927efe374 · outbound

This paper cites Directed greybox fuzzing.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Directed greybox fuzzing

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:32.866086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4b22717d-13a4-4499-b5c2-e630605eec77 · outbound

This paper cites Coverage-based greybox fuzzing as markov chain.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Coverage-based greybox fuzzing as markov chain

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:32.701266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b1718274-e918-49c1-9cbe-ee6b4171ced5 · outbound

This paper cites Oddfuzz: Discovering java deserialization vulnerabilities via structure-aware directed greybox fuzzing.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Oddfuzz: Discovering java deserialization vulnerabilities via structure-aware directed greybox fuzzing

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:32.452678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f46bc6f2-31e2-4418-a132-88faf9692420 · outbound

This paper cites Hawkeye: Towards a desired directed grey-box fuzzer.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Hawkeye: Towards a desired directed grey-box fuzzer

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:32.266338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 666422ed-e308-4729-94d8-69ec647d5e30 · outbound

This paper cites Large language models are zero-shot fuzzers: Fuzzing deep-learning libraries via large language models.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Large language models are zero-shot fuzzers: Fuzzing deep-learning libraries via large language models

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:31.927920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d1efab5f-e072-4c0c-b06c-bfddfb1ccd8c · outbound

This paper cites Large language models are edge-case generators: Crafting unusual programs for fuzzing deep learning libraries.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Large language models are edge-case generators: Crafting unusual programs for fuzzing deep learning libraries

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:31.700149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 62842dd9-f5e4-4e55-94b9-e2453f7483b7 · outbound

This paper cites The faiss library.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models The faiss library

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T21:45:21.044961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3aedfb9-5d69-41dd-9f32-1629eeb7b62f · outbound

This paper cites Windranger: A directed greybox fuzzer driven by deviation basic blocks.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Windranger: A directed greybox fuzzer driven by deviation basic blocks

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:31.566873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e1214b53-3129-457f-a72e-bf5a8d3b1c5d · outbound

This paper cites Snipuzz: Black-box fuzzing of iot firmware via message snippet inference.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Snipuzz: Black-box fuzzing of iot firmware via message snippet inference

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:31.402452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation aaea0b6d-4525-4840-9fe6-d49c218b5114 · outbound

This paper cites AFL++: Combining incremental steps of fuzzing research.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models AFL++: Combining incremental steps of fuzzing research

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:31.221441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3f26148b-a38b-4c7a-ad95-d7a11fbc874f · outbound

This paper cites Terrain diffusion network: Climatic-aware terrain generation with geological sketch guidance.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Terrain diffusion network: Climatic-aware terrain generation with geological sketch guidance

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:30.932580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 858bcb68-4b25-4258-aa17-e239364984e8 · outbound

This paper cites Beacon: Directed grey-box fuzzing with provable path pruning.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Beacon: Directed grey-box fuzzing with provable path pruning

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:30.629520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 42ad051d-84c6-49ed-9260-b8b3b2767a94 · outbound

This paper cites Titan: Efficient multi-target directed greybox fuzzing.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Titan: Efficient multi-target directed greybox fuzzing

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:30.308992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8b786e31-88da-4eea-a52a-d371a0c800a1 · outbound

This paper cites Everything is good for something: Counterexample-guided directed fuzzing via likely invariant inference.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Everything is good for something: Counterexample-guided directed fuzzing via likely invariant inference

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:30.099015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation cfcf2483-e9ec-455d-807b-b7f38c139e5b · outbound

This paper cites Large language models are few-shot testers: Exploring llm-based general bug reproduction.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Large language models are few-shot testers: Exploring llm-based general bug reproduction

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:29.932140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ba252f1f-4c90-4f4f-a10b-468f9216e00a · outbound

This paper cites Evaluating directed fuzzers: Are we heading in the right direc- tion? Proceedings of the ACM on Software Engineering, 1(FSE):316– 337, 2024.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Evaluating directed fuzzers: Are we heading in the right direc- tion? Proceedings of the ACM on Software Engineering, 1(FSE):316– 337, 2024

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:29.767129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 84dfcaa5-0a69-470a-a6cc-85533b3d1425 · outbound

This paper cites Evaluating fuzz testing.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Evaluating fuzz testing

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:29.592843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 06bd7a34-df8a-4786-9fcc-2c6e4ad81c2e · outbound

This paper cites Constraint- guided directed greybox fuzzing.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Constraint- guided directed greybox fuzzing

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:29.429973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 9edf9fde-f556-474c-bb7e-323348d0731c · outbound

This paper cites Retrieval-augmented generation for knowledge-intensive nlp tasks.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Retrieval-augmented generation for knowledge-intensive nlp tasks

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:29.209471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 32dd821e-0543-4897-975c-a51cbebcb9a5 · outbound

This paper cites Sdfuzz: Target states driven directed fuzzing.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Sdfuzz: Target states driven directed fuzzing

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:28.962834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e1a88c93-ca1a-4360-9b91-4ce3ffd9f296 · outbound

This paper cites Deepgo: Predictive directed greybox fuzzing.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Deepgo: Predictive directed greybox fuzzing

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:28.757958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 399581b6-29bd-4dfc-8111-486b6bcd78fa · outbound

This paper cites Labrador: Response guided di- rected fuzzing for black-box iot devices.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Labrador: Response guided di- rected fuzzing for black-box iot devices

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:28.662510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2b3e98aa-a7e4-4477-a6b0-64301d25f23c · outbound

This paper cites Autoregressive omni-aware outpainting for open-vocabulary 360- degree image generation.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Autoregressive omni-aware outpainting for open-vocabulary 360- degree image generation

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:28.555459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7da44d01-eaf3-4ab7-a9ee-1fa3f7103b37 · outbound

This paper cites Selectfuzz: Efficient directed fuzzing with selective path exploration.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Selectfuzz: Efficient directed fuzzing with selective path exploration

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:28.435132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 546b0060-d859-42b5-b650-f540122872b2 · outbound

This paper cites MOPT: Optimized mutation scheduling for fuzzers.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models MOPT: Optimized mutation scheduling for fuzzers

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:28.315741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2940c0f4-7c26-4db5-864b-81b5529a6603 · outbound

This paper cites From one thousand pages of specification to unveiling hidden bugs: Large language model assisted fuzzing of matter {IoT} devices.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models From one thousand pages of specification to unveiling hidden bugs: Large language model assisted fuzzing of matter {IoT} devices

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:28.182419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5178155a-827e-4f95-8324-82a5614aa466 · outbound

This paper cites Large language model guided protocol fuzzing.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Large language model guided protocol fuzzing

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:28.059504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 61c1a688-7c95-48e6-9ccd-7592e52763f9 · outbound

This paper cites M C2: Rigorous and efficient directed greybox fuzzing.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models M C2: Rigorous and efficient directed greybox fuzzing

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:27.930753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 701cb305-a849-4023-9486-be79a263958f · outbound

This paper cites Crfuzz: Fuzzing multi-purpose programs through input validation.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Crfuzz: Fuzzing multi-purpose programs through input validation

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:27.802397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f0f24808-93e6-40d7-b3e5-f69c96e4d812 · outbound

This paper cites Syzdirect: Directed greybox fuzzing for linux kernel.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Syzdirect: Directed greybox fuzzing for linux kernel

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:27.695162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c1ffd09e-a7af-4a43-9b41-48909b0e8b15 · outbound

This paper cites Llmif: Augmented large language model for fuzzing iot devices.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Llmif: Augmented large language model for fuzzing iot devices

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:27.552629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 471b6a7f-b62d-4719-a6b6-bf9e3d9bcaa4 · outbound

This paper cites Minilm: Deep self-attention distillation for task-agnostic com- pression of pre-trained transformers.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Minilm: Deep self-attention distillation for task-agnostic com- pression of pre-trained transformers

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:27.418299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f1d71034-9804-4e70-8c66-7e491fcb5b3e · outbound

This paper cites Fuzz4all: Universal fuzzing with large lan- guage models.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Fuzz4all: Universal fuzzing with large lan- guage models

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:27.253971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4636a6db-9620-4f73-bb82-4b2f28227c2d · outbound

This paper cites Critical code guided directed greybox fuzzing for commits.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Critical code guided directed greybox fuzzing for commits

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:27.094415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5cf8f14a-8434-4181-8b12-cbc862874ae2 · outbound

This paper cites 1dfuzz: Reproduce 1- day vulnerabilities with directed differential fuzzing.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models 1dfuzz: Reproduce 1- day vulnerabilities with directed differential fuzzing

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:26.986064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 30be9561-9c60-4f54-818d-f2154cffdba8 · outbound

This paper cites Ddrace: Finding concurrency uaf vulnerabilities in linux drivers with directed fuzzing.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Ddrace: Finding concurrency uaf vulnerabilities in linux drivers with directed fuzzing

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:26.818120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 796ab45b-1954-4639-a373-6927ef0125b6 · outbound

This paper cites MM-LLMs: Recent Advances in MultiModal Large Language Models.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models MM-LLMs: Recent Advances in MultiModal Large Language Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T21:45:24.548597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b54768f1-8aca-478c-96f8-3c1225e57e76 · outbound

This paper cites Your fix is my exploit: Enabling comprehensive dl library api fuzzing with large language models.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Your fix is my exploit: Enabling comprehensive dl library api fuzzing with large language models

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:26.659674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 283993b0-21b8-4cfa-a810-f0102475408c · outbound

This paper cites Shapfuzz: Efficient fuzzing via shapley-guided byte selection.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Shapfuzz: Efficient fuzzing via shapley-guided byte selection

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:26.460111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ccc3acab-2859-4dfd-957f-c7ec5bbff973 · outbound

This paper cites Predecessor- aware directed greybox fuzzing.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Predecessor- aware directed greybox fuzzing

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:26.318119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 33e3e8b6-653a-4661-b74f-08ba35a56d75 · outbound

This paper cites Regression greybox fuzzing.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Regression greybox fuzzing

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:26.162195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation cfe742ff-60d3-46a4-a4cf-329f59369496 · outbound

This paper cites CSI-Fuzz: Full-speed edge tracing using coverage sensitive instrumentation.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models CSI-Fuzz: Full-speed edge tracing using coverage sensitive instrumentation

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:26.000147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 075fddde-9c0e-4cc8-9923-07d404e29738 · outbound

This paper cites Fuzzing: a survey for roadmap.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Fuzzing: a survey for roadmap

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:25.839181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e3ce4d1e-7913-4a20-ad9d-ab27b1a5d456 · outbound

This paper cites When software security meets large language models: A survey.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models When software security meets large language models: A survey

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:25.678733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation fba3b091-8b4e-486a-87c6-699cb1841e13 · outbound

This paper cites Fuzzguard: Filtering out unreachable inputs in directed grey-box fuzzing through deep learning.

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models Fuzzguard: Filtering out unreachable inputs in directed grey-box fuzzing through deep learning

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:45:25.471085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

Observation 196519d7-5305-409a-81a6-b3513529969a · inbound

PBFuzz: Agentic Directed Fuzzing for PoV Generation cites this paper.

PBFuzz: Agentic Directed Fuzzing for PoV Generation Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T18:37:50.887789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33587c5e-3fe2-41a7-9133-d9ebf5ae3810 · inbound

Program Structure-aware Language Models: Targeted Software Testing beyond Textual Semantics cites this paper.

Program Structure-aware Language Models: Targeted Software Testing beyond Textual Semantics Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models

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Resolution: verified exact; arxiv_id, observed 2026-05-10T09:48:47.985151Z

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