Pith. sign in

Paper Citation Record · LEDGER

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling

As of 18 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 1 inbound Pith citation observation for arXiv:2507.18289.

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

pith.paper-citation-record.v1
2507.18289 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:21:41.604969Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-22T08:18:29.016581Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T08:21:16.932153Z

Reference resolution

37 of 37 outbound references displayed

  • verified exact0
  • verified fuzzy1
  • unresolved35
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 54e1d6a9-2205-4a35-9910-b4b7da0c351e · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:21:42.266179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:21:41.461116Z digest=sha256:6d1d332c4af41f7cbf126ee2fad6be996161dc93c116bd72db455dab79efcaa5

Observation 3867857e-0b1f-408e-bec4-3f5455347fcf · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:21:42.254104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:21:41.468136Z digest=sha256:ef4e7e07b736c30dc3413660a7bded7715f813b0adc493b3dc7fdcb0e71a3edd

Observation 542adaae-dba1-4941-a5e5-381bb005b0ba · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-15T18:21:41.472296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:21:41.472296Z digest=sha256:32798ad4ffb906ca296d219d412a5a8676efc3725f2f453219ad522478352e07

Observation eb9dd8a8-e3c7-4d75-944f-94d064f1a6ad · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-15T18:21:41.476484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:21:41.476484Z digest=sha256:3d5013ff61044643bf3813345e93abcf6a005fee2b1a085f7f3b26a78ef9dec5

Observation 8ef18721-0d8f-412b-baf1-5880e1330430 · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:21:42.233070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:21:41.480484Z digest=sha256:d4d94f60d455260178150652961f4c9a82e455582f595466f3355470daf386aa

Observation 6fb3d967-194f-4a8d-9d33-124df8399e31 · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:21:42.221431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:21:41.484520Z digest=sha256:11edb3e7350141ef793e177bc02c70c00c202ecae2301cdc5366dff9baf43ef6

Observation dbd57f2f-d177-48c4-9c56-5873258acd12 · outbound

This paper cites Introduction to Online Convex Optimization.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Introduction to Online Convex Optimization

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-15T18:21:41.489445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:21:41.489445Z digest=sha256:eb8b9a291185f8a1d248ad87cfe8cff544c64741ea9a38437d5340d4ffe0d097

Observation 262c2ca6-83d8-4b39-b27d-f0f525936587 · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:21:42.207329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:21:41.494041Z digest=sha256:fe45baa2c2f4a540f0cb1b179d1975d87f93287b6334d523530af98f4e457fdc

Observation 313b87d2-92e5-440b-84cc-05467e9d1f49 · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:21:42.192942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:21:41.498911Z digest=sha256:6d292c6b21b74b7b96b2f28232b10c44479de329fe358431f63aef7f01107b1f

Observation f917aa8d-6b59-40d6-8d8c-8a9f7efd45b6 · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:21:42.181149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:21:41.503269Z digest=sha256:00aa79d58f6fc63bb5a537810eb1518468b6300e9f39c2279d758ff49bf4f87c

Observation dfb4826e-8b14-4e80-8a99-5e0412de502e · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:21:42.169913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:21:41.507404Z digest=sha256:801daa1cd54ec55987187c0056ddc1a624396a9b328c5206ea561f53f7387fcc

Observation c1f289f0-070f-4dd4-98e2-9115f536939d · outbound

This paper cites A Quantitative and Qualitative Evaluation of LLM-Based Explainable Fault Localization.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling A Quantitative and Qualitative Evaluation of LLM-Based Explainable Fault Localization

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-15T18:21:41.511511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:21:41.511511Z digest=sha256:eef1482313257926096fd8723ce2af7373bfa5b07f62875dffbd55efd5657467

Observation 01392e42-71c7-47ec-82e5-cb12c7ba61a3 · outbound

This paper cites Explainable Automated Debugging via Large Language Model-driven Scientific Debugging.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Explainable Automated Debugging via Large Language Model-driven Scientific Debugging

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-15T18:21:41.515949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:21:41.515949Z digest=sha256:9d4605f89fc163ec3c70de4f3971d91a0d985b88db7dda6843818a24954f81e9

Observation e966f55f-9a79-44ae-a83e-2eed7ed3f555 · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:21:42.156613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:21:41.520166Z digest=sha256:de73daf00ad1ef4b12c776a23976e9fc1343ce05e8d9eaf7960a8ae4016c3370

Observation 057f55f8-03ee-4c4c-b57c-228423f83863 · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:21:42.142667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:21:41.524471Z digest=sha256:d8c169368cfbdaae5f406499dbe23192ced399415b3b6f0e03abe89f6c7fc084

Observation b0881960-f7e5-4d7b-b281-cffbb6bee220 · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-15T18:21:41.528679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:21:41.528679Z digest=sha256:e7d5f28c39b1dc2d09a3ffa0d64fc3a97aaaca1f00c0733b4c7b4fd1f3ab7abc

Observation 763c20ab-cc30-48f4-83df-3628f9a9c2d1 · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-15T18:21:41.533042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:21:41.533042Z digest=sha256:f611b96506167fd1c35cf28199f73fcf1855301c1ef8d46843ee853d885dde3b

Observation 5fbe838e-1d55-4d3f-b895-8ef9a5a94f8a · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-15T18:21:41.537439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:21:41.537439Z digest=sha256:89dd90d37323484ae42d6f11fb3b0d597cb32803ba0c6b6f59b7e195a5d95020

Observation 496f4a04-a3f0-445a-8d50-3adf5a01f58c · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-15T18:21:41.541362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:21:41.541362Z digest=sha256:3fc55473843956f581449da6ebe2cfa4a09628b38cc9baf9e23746110a63edf6

Observation b0815cfa-8111-48f5-8546-19282135312e · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:21:42.106360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:21:41.545360Z digest=sha256:9ced9cc0d5af3656dd1d1400a88cff2a82ad2d36d3967aee0daa705fb1c90145

Observation 71c12a0e-136d-499e-91d5-72f386f1d99f · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:21:42.091302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:21:41.549208Z digest=sha256:5c55cb6f786a24438228929e073a6c2f066eb9f50f35b368da68bc38e0da1343

Observation 74f75486-1a0b-48b7-b5cd-eceec3f6ada0 · outbound

This paper cites DIVAS: An LLM-based End-to-End Framework for SoC Security Analysis and Policy-based Protection.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling DIVAS: An LLM-based End-to-End Framework for SoC Security Analysis and Policy-based Protection

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-15T18:21:41.552991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:21:41.552991Z digest=sha256:d9229fac9c6ca36ac545faf4449fc9be72839c5d9f0c3396a89439698231b9aa

Observation 3cadbb5d-f9ad-45b9-940e-dc5b2d857f72 · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-15T18:21:41.557020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:21:41.557020Z digest=sha256:e8e03449bceaf3da7997d526904c7b4f3a62ecefd5abe6a677090c8238a0726a

Observation e981c59c-95ec-4ade-8696-3100f07cc001 · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:21:42.073645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:21:41.559967Z digest=sha256:91006bc3c1fdb567ba7589f39d1bfd1d2345cd20da9ddec5a9bfb92d08a25b45

Observation a314f6f8-cbed-424f-885c-d94944107aa6 · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:21:42.063561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:21:41.563177Z digest=sha256:35039454a4464f57f65f390de339449da83b4b1912036dac6828eb8e34fb24b2

Observation 4085a40e-d626-450a-9f14-cf69100e9d01 · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:21:42.051920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:21:41.566080Z digest=sha256:441fe3b98f6902d785cf5cfc1f49e32305a6833d4468e1f758a55e3981b381f6

Observation 2fc49516-c942-4cb2-a387-fc4d8c697ae0 · outbound

This paper cites A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-15T18:21:41.569100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:21:41.569100Z digest=sha256:2572ef09d7f749f8e3a7a17158d9493776033363d51ccd217ef5cc7e881bdee2

Observation 95529684-a73e-4335-af83-1c52c56735d6 · outbound

This paper cites Can Large Language Models Write Good Property-Based Tests?.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Can Large Language Models Write Good Property-Based Tests?

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-15T18:21:41.572676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:21:41.572676Z digest=sha256:3754813211d9e13457ca5b5a48beb0066b7b6d1d432569e34c72f1f753591477

Observation dbff276f-81d6-41e5-827d-db90caf02b03 · outbound

This paper cites SWI-Prolog.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling SWI-Prolog

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-15T18:21:41.576209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:21:41.576209Z digest=sha256:ae5fae48199d8b705200449feb6c901e9b847b64a496cc3ed0e4fb086c86a82a

Observation 2e980da4-ab5e-4e69-a1ed-934c64be349b · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-15T18:21:41.579443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:21:41.579443Z digest=sha256:3296c8f90d4c68d5c57f2d31f31c7da1d44c084130b28bef5ed01caafc7875be

Observation 308b66d0-8ddf-4979-ba58-25ae83761eae · outbound

This paper cites ChatUniTest: A Framework for LLM-Based Test Generation.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling ChatUniTest: A Framework for LLM-Based Test Generation

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-15T18:21:41.582585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:21:41.582585Z digest=sha256:11693475068664a7e5c395d8ba4bc7919f70e7704873c052ee09b85806206d00

Observation 641a6a31-4b92-4814-b084-220c10aa056f · outbound

This paper cites CKGFuzzer: LLM-Based Fuzz Driver Generation Enhanced By Code Knowledge Graph.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling CKGFuzzer: LLM-Based Fuzz Driver Generation Enhanced By Code Knowledge Graph

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-15T18:21:41.585742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:21:41.585742Z digest=sha256:f081beb703cd4957c322dabda1c987b6ecf3f29f493829c5c23139462a09ecc6

Observation 9db37f02-d9b4-41e6-b048-dfa1dd2408e5 · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:21:42.032955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:21:41.589705Z digest=sha256:36c75c029cd875a2d696c59342e9609d698125782c543eef1fef4f7e609a9161

Observation d1b94f4d-1b48-4159-9cec-34775c26a313 · outbound

This paper cites 2021.{APICraft}: Fuzz driver generation for closed-source{SDK} libraries.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling 2021.{APICraft}: Fuzz driver generation for closed-source{SDK} libraries

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:21:42.020500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T18:21:41.593388Z digest=sha256:8b055e1297f1e73e2ba1f4844ebea82d6cda316266ed353ca456d962efafe43d

Observation f4578305-4453-427f-9c08-e6c64b3c7ed8 · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-15T18:21:41.596947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:21:41.596947Z digest=sha256:e3efdc1dece9954ea08e831468c4f7f47a49f9dd5194fbcba3108643483406c8

Observation a5c3d255-0cd7-4c18-b39e-ca693dc366da · outbound

This paper cites an unresolved cited work.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-15T18:21:41.601123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:21:41.601123Z digest=sha256:57c926db99b7ebf58acb51cbdf6b4c9d92951a5390d6888867d230ab49fea6e7

Observation 06be6447-744a-4bce-bd17-a03607e0372a · outbound

This paper cites Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models.

Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models

Reference 37

Resolution
malformed identifier
no resolver link, observed 2026-08-15T18:21:41.604969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:21:41.604969Z digest=sha256:7917275b313ecd5a55c15417d6635ee01e8389a9bd8c8812c649ce1ec19cf102

Pith citing papers

Observation 16c54185-d357-461e-a605-58d31cd7265a · inbound

Quality-Assured Fuzz Harness Generation via the Four Principles Framework cites this paper.

Quality-Assured Fuzz Harness Generation via the Four Principles Framework Scheduzz: Constraint-based Fuzz Driver Generation with Dual Scheduling

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-22T08:21:16.934928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-22T08:18:29.016581Z digest=sha256:c2e5f967d9f1969f68626d8aa8ce39e1988c9d976080281b46c779349006b009