Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T18:37:51.210799Z
Paper Citation Record · LEDGER
PBFuzz: Agentic Directed Fuzzing for PoV Generation
As of 16 August 2026, this Paper Citation Record lists 91 of 91 outbound references and 0 inbound Pith citation observations for arXiv:2512.04611.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
91 of 91 outbound references displayed
- verified exact1
- verified fuzzy0
- unresolved90
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 71bef41d-8e33-4298-8692-52b08c1892fd · outbound
This paper cites proptest: Property testing framework for Rust.
PBFuzz: Agentic Directed Fuzzing for PoV Generation proptest: Property testing framework for Rust
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.767296Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d43f937-b3bd-4578-9241-dc001339ddac · outbound
This paper cites Useful Properties to Check with Fuzz Testing.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Useful Properties to Check with Fuzz Testing
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.773082Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77b0b854-f542-4370-8a89-ff49186299f6 · outbound
This paper cites Cursor: The AI Code Editor.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Cursor: The AI Code Editor
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.778792Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab8545f3-edf8-43ce-ad0d-ad3510e94470 · outbound
This paper cites AI Cyber Challenge (AIxCC).
PBFuzz: Agentic Directed Fuzzing for PoV Generation AI Cyber Challenge (AIxCC)
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.783852Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 706a0cca-c841-4df9-a5bb-54ea64f59e4c · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.788562Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 893e3211-434d-4178-9abb-1c824c0867bd · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.793251Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2978a54b-b0c5-4b76-84c4-24a909cffc12 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.802512Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf3d28b1-3bc2-4cae-a5f5-d9472e4e4784 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.807424Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49b0b486-8130-4804-bda1-f80dc1bf4038 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.812714Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70106b82-1462-4b63-8b2f-319f7cf4895c · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.817729Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bb878bd0-d4f1-41ce-ae3a-297133521a86 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.822221Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eab74d90-91b1-46aa-9cd3-fcdc0cd7d82c · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.827208Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b572ac64-e74f-463d-ad16-c032b4f3555b · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.831941Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3d4be8a-b59e-4e5b-8305-e3224aaeed05 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.837137Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d66671e0-d4dc-444c-8c2e-e8aab4b8e1ac · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.841945Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bdd901f6-bccf-4ec8-80d4-f7960312a2c4 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.847648Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6edb6b64-bb72-4256-8df2-35373698d8e8 · outbound
This paper cites Evaluating Large Language Models Trained on Code.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Evaluating Large Language Models Trained on Code
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.852095Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 837dd936-7979-4be4-9d36-2cec16c5ef41 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.857300Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b2d0e12-289a-4e90-b006-3effc937b4d7 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.862506Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5edf5393-bb39-44db-93ba-1e959cf38ff9 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.867387Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63966342-62a6-4c68-81c2-0ddae937f015 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.871872Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 274921e0-e1d6-4ed9-8f49-c177e4e5286c · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.876599Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3e0f583-23d9-4cad-8c0e-246a30922766 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.882391Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 196519d7-5305-409a-81a6-b3513529969a · outbound
This paper cites Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models.
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 7006861e-e2b2-45b4-bc83-ee06b1c9cc7a · outbound
This paper cites 2020.{AFL++}: Combining incremental steps of fuzzing research.
PBFuzz: Agentic Directed Fuzzing for PoV Generation 2020.{AFL++}: Combining incremental steps of fuzzing research
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.892648Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc3787cd-91c4-4d2c-8045-99305212c47f · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.897256Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17a0e369-ef77-40b4-b72f-fbe095a3727b · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.907222Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e280a78a-d12d-491d-97b5-7ca19eb0eec8 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.912287Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72adfe04-243a-476d-b186-948ea46fe858 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.916889Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb035ffd-27c4-4c4e-9a91-796e27f0dd2b · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.921341Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f331410-1a94-4ed5-96f8-bcc91a76d983 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.925762Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4915796b-0732-4f87-ae87-b76a517ffb90 · outbound
This paper cites 2025.Agentic Design Patterns: A Hands-On Guide to Building Intelligent Systems.
PBFuzz: Agentic Directed Fuzzing for PoV Generation 2025.Agentic Design Patterns: A Hands-On Guide to Building Intelligent Systems
Reference 32
- Resolution
- verified exact
- doi, observed 2026-08-03T18:38:18.812403Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 2437ea71-fdfd-4361-b5e3-afcd3c0ec0e3 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.934873Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 79bd4acf-1068-48c7-b2b5-4f24974c8ecc · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.939373Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34ec5d65-bb3d-4469-911c-7ae0cbfcae40 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.943784Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 087a5137-d63e-4448-976d-6d1a8bf316b5 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.954065Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ec581b03-a6c3-4cd2-8b52-4b7877c19b58 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.958672Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2eb129df-265c-4781-a0ef-49c16051c036 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.963322Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2de3a9fe-a280-4708-ad13-df40e2ec03b0 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.968150Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 940e9f8f-6a0f-4744-a20a-fe392a2cff7c · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.973493Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ead3d44d-f8ed-4024-8706-769266263233 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.978671Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation efbe75db-8000-4cce-85c1-ff8e238bc0ba · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.983126Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3a492c1-4f4f-47c0-87cd-f380dd6254bf · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.992692Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 887aa9b7-c415-4626-a5ce-021dd08a91ad · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.996914Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44a688c1-890f-4c8b-b02b-06c3f775812b · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.001238Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69de5ac8-be6f-47d5-b9fd-2bd6db08e870 · outbound
This paper cites HyperGo: Probability-based Directed Hybrid Fuzzing.
PBFuzz: Agentic Directed Fuzzing for PoV Generation HyperGo: Probability-based Directed Hybrid Fuzzing
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.987837Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7727f43e-ed43-472f-88c7-f9af81fb9c00 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.012693Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 780432ee-6f2d-4f4b-a78c-f6c55a914c93 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 48
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.017412Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ba56a45-e585-4163-a50a-5709975a5f90 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.022258Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0859fac2-c0e5-4a18-b6e1-a287c36ee9ca · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.006711Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 050992ce-8da3-4b0f-89db-9e7b06efce5a · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.033586Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3f5806f-a3d7-4a1e-8b80-472fca1110c6 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 52
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.038325Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f6ec182c-1639-40cc-b2d6-e851b8a07510 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.043280Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0048ee1e-6db2-40a7-8b05-16fbccdc50d3 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 54
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.027553Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5257f13d-3a3d-46b8-bdd7-af706c3e9ea3 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.052515Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0ede37e-55e3-4692-9e55-58805bbac633 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 56
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.056872Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3218737-0230-4802-b97a-f499f3844eb4 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 57
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.061235Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ef89cc8-863d-4c12-acb1-685344f42f83 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 58
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.047787Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61b39929-2d90-44c4-8597-c500f29e8518 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 59
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.070551Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e5fa716-a07c-435a-bbaa-c14e77b8b753 · outbound
This paper cites All You Need Is A Fuzzing Brain: An LLM-Powered System for Automated Vulnerability Detection and Patching.
PBFuzz: Agentic Directed Fuzzing for PoV Generation All You Need Is A Fuzzing Brain: An LLM-Powered System for Automated Vulnerability Detection and Patching
Reference 60
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.078559Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9957b848-1272-4c75-94f4-ebef959a1815 · outbound
This paper cites Harnessing Large Language Models for Seed Generation in Greybox Fuzzing.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Harnessing Large Language Models for Seed Generation in Greybox Fuzzing
Reference 61
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.083768Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 914de582-cae8-4946-b21f-429ef89aedd0 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 62
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.065885Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 64cab63d-b374-46fe-bf9e-7d47c5aa30a5 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 63
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.094288Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f6cf3a6-ecae-414e-9497-a9e6ec16384c · outbound
This paper cites Can Large Language Models Write Good Property-Based Tests?.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Can Large Language Models Write Good Property-Based Tests?
Reference 64
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.099232Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 945175f4-cf00-4ec4-8f24-60e9cc2bab86 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 65
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.103972Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4bd0e62f-5c3f-4aa3-b368-540e68363cc7 · outbound
This paper cites Reflexion: Language Agents with Verbal Reinforcement Learning.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Reflexion: Language Agents with Verbal Reinforcement Learning
Reference 66
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.088773Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aab633ab-4bc2-44ef-a8a2-f8ba149ec4dc · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 67
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.113382Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ba209ef6-a1f6-44d1-b9a7-793ae3c7b1d9 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 68
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.117885Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a2106b5-80f4-4a3b-a85e-c87aa81185b8 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 69
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.122354Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation befc5810-9ece-4684-98e8-99d974d151db · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 70
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.108669Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c8d6ec5-f851-44b1-893b-e65cea5ea005 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 71
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.132623Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e6bf199-870f-4cfc-b039-2b2d481ad58f · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 72
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.137797Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0df91621-9a0d-43b5-aa34-7e24426abb93 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 73
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.142402Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3cb38cfa-345e-4c42-88e1-fa0337c60dbf · outbound
This paper cites Directed Greybox Fuzzing via Large Language Model.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Directed Greybox Fuzzing via Large Language Model
Reference 74
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.127003Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 456e77f2-08c9-4706-b5a9-5952d06f0820 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 75
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.152706Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 01aa14d5-487c-418b-b96b-7f432daeb61c · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 76
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.157158Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54daeb2b-d2de-42a0-af76-7832de84453b · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 77
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.161639Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60341ed6-5f9a-4de9-a7a8-82da20180792 · outbound
This paper cites Are Reasoning Models More Prone to Hallucination?.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Are Reasoning Models More Prone to Hallucination?
Reference 78
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.147107Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74f1bacc-697e-44fa-9061-e6d5c8edbe3a · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 79
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.176939Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a90efe14-41c2-4761-94f4-389e5523befa · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 80
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.181462Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 66220299-76e4-4758-b5a8-a907003e8a4b · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 82
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.166235Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67d982f4-464b-4b69-9e41-9d1666257105 · outbound
This paper cites Locus: Agentic Predicate Synthesis for Directed Fuzzing.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Locus: Agentic Predicate Synthesis for Directed Fuzzing
Reference 83
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.171195Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d54931cb-c6b6-4333-91b4-5c0733ac1897 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 86
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.186163Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a40adc6-0817-4bc3-8587-999bdbceaea1 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 87
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.191049Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e2d56c81-68c1-4e74-98f1-f8c39dfa3ea9 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 88
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.195767Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b1367d6-44fd-46ca-b368-852211413382 · outbound
This paper cites Don't assume requirements - read and follow them exactly.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Don't assume requirements - read and follow them exactly
Reference 89
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.201268Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7fdb74b-de91-4b76-b49a-b9d0640c67e9 · outbound
This paper cites an unresolved cited work.
PBFuzz: Agentic Directed Fuzzing for PoV Generation Unresolved cited work
Reference 90
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.206124Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 79c6bdb8-bc34-40a2-b5e5-7dd1a6aa7c03 · outbound
This paper cites phase":.
Reference 91
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:51.210799Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88dd555f-b295-4f92-9d44-0e930e00b9d5 · outbound
This paper cites InACM Confer- ence on Computer and Communications Security (CCS).
PBFuzz: Agentic Directed Fuzzing for PoV Generation InACM Confer- ence on Computer and Communications Security (CCS)
Reference 2022
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.901867Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2bdd266b-3dc8-4b1e-a159-600856872f43 · outbound
This paper cites InIEEE Symposium on Security and Privacy (Oakland).
PBFuzz: Agentic Directed Fuzzing for PoV Generation InIEEE Symposium on Security and Privacy (Oakland)
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.948701Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98eac500-2159-470c-8d98-ac54f5a1c892 · outbound
This paper cites PoCo: Agentic Proof-of-Concept Exploit Generation for Smart Contracts.
PBFuzz: Agentic Directed Fuzzing for PoV Generation PoCo: Agentic Proof-of-Concept Exploit Generation for Smart Contracts
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:37:50.797732Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.