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Paper Citation Record · LEDGER

An Empirical Study of Fuzz Harness Degradation

As of 19 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 1 inbound Pith citation observation for arXiv:2505.06177.

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

pith.paper-citation-record.v1
2505.06177 v2

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:50:51.651985Z

measured 60 of 60 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-09T22:24:48.475629Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-09T22:26:36.941957Z

Reference resolution

59 of 59 outbound references displayed

  • verified exact0
  • verified fuzzy55
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8636ba50-dd83-4f8b-b31e-a682dbbf3cc1 · outbound

This paper cites A Parser Generator Tool.

An Empirical Study of Fuzz Harness Degradation A Parser Generator Tool

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.805161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.351605Z digest=sha256:4ae4077531f3d92c523bc61b336bbdefa0e1c88ff6f37017ca351a61f860c1fa

Observation c0fd1479-f317-4553-b298-8f5f8fe0c9ec · outbound

This paper cites An empirical study of design degradation: How software projects get worse over time.

An Empirical Study of Fuzz Harness Degradation An empirical study of design degradation: How software projects get worse over time

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.791114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.356742Z digest=sha256:b124f098d1b9243a2ac74c3dff40bf28e0ac72ba7eb5e0a1da3f2b247fab3151

Observation b85764b1-15c7-47f2-b935-29ee1f37b957 · outbound

This paper cites Maintenance of automated test suites in industry: An empirical study on visual gui testing.

An Empirical Study of Fuzz Harness Degradation Maintenance of automated test suites in industry: An empirical study on visual gui testing

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.776711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.361413Z digest=sha256:4eda2b4df5cf8fba90d0e6a867e763544101481a130d74c283505ab90aca4a7b

Observation e042e1c1-e83b-4d07-9a6a-e5b5b054e0e3 · outbound

This paper cites The analysis of current state of agile software devel- opment.

An Empirical Study of Fuzz Harness Degradation The analysis of current state of agile software devel- opment

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.762052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.366664Z digest=sha256:087f58cc459300e6108ecc925b8f6a27cf6cfaab82eba2e3f8203530a7683f98

Observation 9bbf7fbd-f640-4784-b962-0e463593476b · outbound

This paper cites Soft- ware architecture degradation in open source software: A systematic literature review.

An Empirical Study of Fuzz Harness Degradation Soft- ware architecture degradation in open source software: A systematic literature review

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.748183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.371215Z digest=sha256:7e2f54dcf69ae2a39cb533da9e14e4a2d43e90737eda801cdb020136f325b6ae

Observation 9ce5082a-5fb2-4406-be0a-4da515b347ea · outbound

This paper cites Fudge: fuzz driver generation at scale.

An Empirical Study of Fuzz Harness Degradation Fudge: fuzz driver generation at scale

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.734195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.375852Z digest=sha256:c72ccb7bb90f134b0a017c1c29403cb27515a67969aa4ce103f1255b30cc40b1

Observation f5b959fb-9242-4570-a24e-b50d7d9211b9 · outbound

This paper cites Observations and lessons learned from automated testing.

An Empirical Study of Fuzz Harness Degradation Observations and lessons learned from automated testing

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.719942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.380954Z digest=sha256:ee207d05077e95957e03926d962e9b3373e99834f1ae3147862e1a3cdb72c005

Observation feccd0ae-2363-4fb8-b72c-9c222518f7ad · outbound

This paper cites Evaluating software degradation through entropy.

An Empirical Study of Fuzz Harness Degradation Evaluating software degradation through entropy

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.704806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.385544Z digest=sha256:accedb9402218f31e2e5b25ea6ed82ff886c21bff18a3ded4c247858d3a58bc0

Observation a398b98c-04fc-48f6-944a-cd65ee1a382e · outbound

This paper cites Test Harness Definition.

An Empirical Study of Fuzz Harness Degradation Test Harness Definition

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.688750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.390320Z digest=sha256:45a3fb94cc3de965562e3129a5d6a12221c948e2507717bed73180ec0ff6b0d9

Observation 628204c3-3d74-4635-a045-018e145bf50b · outbound

This paper cites Fine grained software degradation models for optimal rejuvenation policies.

An Empirical Study of Fuzz Harness Degradation Fine grained software degradation models for optimal rejuvenation policies

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.674297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.394757Z digest=sha256:349c59184e77134bf6fda20286a1f7baef7e329f7706fe700d2c9256f60f8cf9

Observation 372b85a2-7f8f-498c-9308-3b92ac91ad8b · outbound

This paper cites Fuzzing: On the exponential cost of vulnerability discovery.

An Empirical Study of Fuzz Harness Degradation Fuzzing: On the exponential cost of vulnerability discovery

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.659901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.398902Z digest=sha256:6568e48d65fcb8d7f0002d3967c2f1e09240d9e68e1acc3a1d258ab2c1a93a3d

Observation 8f2abc31-9dff-43fc-9907-dda152faefb0 · outbound

This paper cites Fuzzing: Challenges and reflections.

An Empirical Study of Fuzz Harness Degradation Fuzzing: Challenges and reflections

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.644623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.403840Z digest=sha256:e93aeaa09ac17fde623cb80ddf44fcb054bb208644bb44ab6d8e49356bcde35b

Observation f10d7de8-2482-4530-be1b-e4b4dc9188a2 · outbound

This paper cites On the reliability of coverage-based fuzzer benchmarking.

An Empirical Study of Fuzz Harness Degradation On the reliability of coverage-based fuzzer benchmarking

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.628516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.408140Z digest=sha256:c4c4aa96730e75b4f544c0ebaa912d884f24a20955836080f22d9a4d605a939a

Observation 6a12dd45-4974-4c07-aa9e-2f98be6b543d · outbound

This paper cites Oss- fuzzgen: Automated fuzzing of open source java projects.

An Empirical Study of Fuzz Harness Degradation Oss- fuzzgen: Automated fuzzing of open source java projects

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.612793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.412311Z digest=sha256:60e45ba52b751f372b76773244b8b58d861af5f530f1d687206530ea3e875935

Observation 4d768ff4-6825-4e65-b01e-790d09e95019 · outbound

This paper cites curl: command line tool and library for transferring data with URL syntax.

An Empirical Study of Fuzz Harness Degradation curl: command line tool and library for transferring data with URL syntax

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.597034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.416832Z digest=sha256:e24a1a4980690d87382ee51210e9abd1ce1d021c60bf48221bafab91546f5d17

Observation 855de480-2ee4-45bf-92f4-b3ba9e19132f · outbound

This paper cites An empirical study of oss-fuzz bugs.

An Empirical Study of Fuzz Harness Degradation An empirical study of oss-fuzz bugs

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-15T22:50:51.421382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:50:51.421382Z digest=sha256:036e385461b2c4494610a2caeda70c205c4f445dae5fd2fa19c84ea0061c7041

Observation 41a141a6-9d2e-4a83-845d-e6a7ad356005 · outbound

This paper cites Beyond the coverage plateau: A comprehensive study of fuzz blockers (registered report).

An Empirical Study of Fuzz Harness Degradation Beyond the coverage plateau: A comprehensive study of fuzz blockers (registered report)

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.582013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.425977Z digest=sha256:b58f1f59b5ed913e9e549219fd4a589a8e5512360a2787104c60b11bc4ddaeca

Observation 00dff0f5-0e4f-469c-9faf-7c46b83e985b · outbound

This paper cites googletest: GoogleTest - Google Testing and Mocking Frame- work.

An Empirical Study of Fuzz Harness Degradation googletest: GoogleTest - Google Testing and Mocking Frame- work

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.567295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.430305Z digest=sha256:e866cd9f0565ff1233d46a1a5faec1a77b750e930f07ca91ec2197dd0025b862

Observation 992c8f15-0c3e-467f-bbaf-ed221409d7ee · outbound

This paper cites OSS-Fuzz: Setting up a new project.

An Empirical Study of Fuzz Harness Degradation OSS-Fuzz: Setting up a new project

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.552551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.434718Z digest=sha256:22a51754dcb0593ef324b40ed25c9fb1989f229a8168d5376280c32b72bee748

Observation 368d101e-b3ed-4709-9353-a0fba15c71a8 · outbound

This paper cites OSS-Fuzz: Accepting New Projects.

An Empirical Study of Fuzz Harness Degradation OSS-Fuzz: Accepting New Projects

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.537729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.439421Z digest=sha256:2e7f7e39dab239c75f3561fa13663e7fee08d67fdb7b3f12e8e9adda4dee5667

Observation 67a6840c-7cff-4c86-b443-f9a7c31a4cf2 · outbound

This paper cites OSS-Fuzz: Reward Program.

An Empirical Study of Fuzz Harness Degradation OSS-Fuzz: Reward Program

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.522666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.443806Z digest=sha256:5da96ed8d92799288345edd33375e0129cddb73d3dbfa6ee3217c654af63cb9a

Observation 00eef152-ca6d-43b1-b2ba-7a6ab072be0c · outbound

This paper cites OSS-Fuzz: Continuous Fuzzing for Open Source Software.

An Empirical Study of Fuzz Harness Degradation OSS-Fuzz: Continuous Fuzzing for Open Source Software

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.508431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.448401Z digest=sha256:00940a7560f312bffdcf7516d39a33094553de25a7bc08195495b3eee4117293

Observation b649abe3-f2d6-41f5-814c-1a8a7f8e6df8 · outbound

This paper cites Fuzz Introspector Repository.

An Empirical Study of Fuzz Harness Degradation Fuzz Introspector Repository

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.493980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.452815Z digest=sha256:002fc9fb8dd3544980e339060afb5389616d2b2d6f502bc70da0b1f301806c7d

Observation 78101914-9b6b-44fd-9463-56781df9940c · outbound

This paper cites Fuzz Introspector: Fuzzing Introspection of OSS-Fuzz projects.

An Empirical Study of Fuzz Harness Degradation Fuzz Introspector: Fuzzing Introspection of OSS-Fuzz projects

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.477882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.457201Z digest=sha256:d1c90d6abc9db504e637d6d98b83d60297cb1a2d7d0012fdb16faddbb2a66df4

Observation b9f0033b-c931-4da4-a1da-bf7db9af1be2 · outbound

This paper cites OSS-Fuzz-Gen: AI-Powered Fuzzing: Breaking the Bug Hunting Barrier.

An Empirical Study of Fuzz Harness Degradation OSS-Fuzz-Gen: AI-Powered Fuzzing: Breaking the Bug Hunting Barrier

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.463596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.461513Z digest=sha256:74fb12effa7647822826eb423bd8e4c2a9a007518bdb402be7783f4a70c44134

Observation 6296a2ec-d570-4c59-bd89-48d9bc8c0ab7 · outbound

This paper cites grpc-httpjson-transcoding.

An Empirical Study of Fuzz Harness Degradation grpc-httpjson-transcoding

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.448968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.465726Z digest=sha256:42e37363a2107a5cc9f8df95eb97ad5a32ac4178e3c44c4afdfcfedd246bb07b

Observation a7b5891b-428f-41d3-a4c0-f88143ac9853 · outbound

This paper cites The rise and evolution of agile software development.

An Empirical Study of Fuzz Harness Degradation The rise and evolution of agile software development

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.432997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.469870Z digest=sha256:60c5f4205034cf40025d4b00c97ea03510d066b999820db0cbcd6d399e82d500

Observation 95020442-528f-451c-87f7-b54c62b3193e · outbound

This paper cites {FuzzGen}: Automatic fuzzer generation.

An Empirical Study of Fuzz Harness Degradation {FuzzGen}: Automatic fuzzer generation

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.418202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.474416Z digest=sha256:3372fe190014a749ae79662fc5af076f3ac22801bee70c41f75627a920940cf8

Observation 298a7bf1-e693-4473-8811-5a7f56fcd06f · outbound

This paper cites Sp-fuzz: Fuzzing soft plc with semi-automated harness synthesis.

An Empirical Study of Fuzz Harness Degradation Sp-fuzz: Fuzzing soft plc with semi-automated harness synthesis

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.403103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.479110Z digest=sha256:5d67e8ee9f38526eee1f4db3795d3dd40e7c5884b48f823d35aa9b425aff0e89

Observation a5fdfa90-a8ec-48f4-b1e3-ec94ed8646df · outbound

This paper cites Utopia: Automatic generation of fuzz driver using unit tests.

An Empirical Study of Fuzz Harness Degradation Utopia: Automatic generation of fuzz driver using unit tests

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.388421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.483475Z digest=sha256:19c787b1a42fe8f1250af344101b9694e00cafd2b5b9d4c2c973961815d808c6

Observation 4f15279d-3d14-4f30-9833-df41b2339f16 · outbound

This paper cites Winnie: Fuzzing windows applications with harness synthesis and fast cloning.

An Empirical Study of Fuzz Harness Degradation Winnie: Fuzzing windows applications with harness synthesis and fast cloning

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.373636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.499400Z digest=sha256:8e3709b384917beb724fdc0ae9b409cc5cbf9b87221ecd26c840e96e7386654c

Observation 76f410b7-5455-42d8-89ee-949a300dd1f9 · outbound

This paper cites Empirical observations on software testing automation.

An Empirical Study of Fuzz Harness Degradation Empirical observations on software testing automation

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.358888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.504919Z digest=sha256:4aa984fa6776ec18f41b8d28e482da82a270ede11fc25e41f23b780002de55f6

Observation 915ad88a-b4e6-44f5-9b9a-dadcb9bd644c · outbound

This paper cites Evaluating fuzz testing.

An Empirical Study of Fuzz Harness Degradation Evaluating fuzz testing

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.344954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.510383Z digest=sha256:8c54dda0b4a0491caa0d0369431a941fac3dadd4c5e54a65ead5dc7f05410dea

Observation 8f71b13f-8cd2-49c2-a860-0cace28b3c69 · outbound

This paper cites Effectiveness and Scalability of Fuzzing Techniques in CI/CD Pipelines.

An Empirical Study of Fuzz Harness Degradation Effectiveness and Scalability of Fuzzing Techniques in CI/CD Pipelines

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-15T22:50:51.515666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:50:51.515666Z digest=sha256:d84bb1b1df616ecc1de56aa9cd956131fac523ad04ff105f708637edca6d3f0f

Observation ef763e49-6281-4a4c-a6a6-e74c5264145e · outbound

This paper cites Fuzzing: a survey.

An Empirical Study of Fuzz Harness Degradation Fuzzing: a survey

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.331207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.521297Z digest=sha256:885c26139b1bcd70cf14719914372c4daf4c60ebd8a1d7615fe337a30c331684

Observation 44aeea83-1111-4e00-a61b-b7e606003540 · outbound

This paper cites Fuzz testing in practice: Obstacles and solutions.

An Empirical Study of Fuzz Harness Degradation Fuzz testing in practice: Obstacles and solutions

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.317104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.526833Z digest=sha256:b0fe9f855f84a430a1a967d339e8c4e7dcf904e05a6699eac71149dc1cf19d9e

Observation db53462b-53bd-47a4-b96c-8ae8d1431260 · outbound

This paper cites Source-based Code Coverage.

An Empirical Study of Fuzz Harness Degradation Source-based Code Coverage

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.303117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.532122Z digest=sha256:7f44990b3bfd83eeb8274bf721d1f589b7a75d5f83af55430820658bd0ef4e21

Observation 0ff7abe8-c3b7-4c22-b074-1c7396bceb4c · outbound

This paper cites libFuzzer – A library for coverage-guided fuzz testing.

An Empirical Study of Fuzz Harness Degradation libFuzzer – A library for coverage-guided fuzz testing

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.289033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.538527Z digest=sha256:1168267fc4de74b530a799942dcbbf8d20f8f7dd24b569bcbac71b75c109ecf8

Observation 6644605a-f0f2-467a-928b-84ec10eba02a · outbound

This paper cites Prompt Fuzzing for Fuzz Driver Generation.

An Empirical Study of Fuzz Harness Degradation Prompt Fuzzing for Fuzz Driver Generation

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-15T22:50:51.549748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:50:51.549748Z digest=sha256:3aaab9573b3aaac4e24943c2d4fbd4b129da341bf634b27e5f75931326a279ba

Observation 13ffbca7-41ae-4c2b-8554-629b63e3c5b5 · outbound

This paper cites On the relevance of code anomalies for identifying architecture degradation symptoms.

An Empirical Study of Fuzz Harness Degradation On the relevance of code anomalies for identifying architecture degradation symptoms

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.259861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.555262Z digest=sha256:fe5301b5bdb8f1dfe388c96a39bf267e4e0337ba9edd5c8c396efe016424024c

Observation 83e905de-2cf4-4711-87f9-472ff2f32ef6 · outbound

This paper cites My fuzzers won’t build: An empirical study of fuzzing build failures.

An Empirical Study of Fuzz Harness Degradation My fuzzers won’t build: An empirical study of fuzzing build failures

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.245051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.560528Z digest=sha256:33fb38eeab9c0fa5b25b93b1513f1fac0b5a02ad70ebc14a7c35b5db7b7e5298

Observation 62974753-8cc9-493d-a9e6-ccfc40bb1fd4 · outbound

This paper cites The human side of fuzzing: Challenges faced by developers during fuzzing activities.

An Empirical Study of Fuzz Harness Degradation The human side of fuzzing: Challenges faced by developers during fuzzing activities

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.230300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.565694Z digest=sha256:26e6e64a289a09dba1662831a7049fb676cfd1a84a0ceea9125f3abbb8849064

Observation fbf3c180-bad4-4e41-8eed-d450ba09507f · outbound

This paper cites Openssl: Tls/ssl and crypto library.

An Empirical Study of Fuzz Harness Degradation Openssl: Tls/ssl and crypto library

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.215869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.571128Z digest=sha256:1c0f74d11f9a4edb3411283a9f8aa59af3f13bbe789aa4407165bcdeebcbb199

Observation cf711629-7b2b-40ad-8ff3-8f82b6b79052 · outbound

This paper cites protobuf.

An Empirical Study of Fuzz Harness Degradation protobuf

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.201196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.576325Z digest=sha256:f67d73215bd448b93ccb9947520304e3df63836b93223e6975d7a9ef1a82fe6d

Observation 515c79b7-1272-4f6e-b46b-dd98889ed5e0 · outbound

This paper cites Sok: Prudent evaluation practices for fuzzing.

An Empirical Study of Fuzz Harness Degradation Sok: Prudent evaluation practices for fuzzing

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.186887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.581402Z digest=sha256:9943cf86a2fb374512dc0208950813e327fb182b54419d284223f6d1b3dfc05d

Observation 8653ca6d-b0d0-45e9-9164-d8983059bf5e · outbound

This paper cites OSS-Fuzz-Google’s Continuous Fuzzing Service for Open Source Software, 2017.

An Empirical Study of Fuzz Harness Degradation OSS-Fuzz-Google’s Continuous Fuzzing Service for Open Source Software, 2017

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.172535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.586782Z digest=sha256:ba42db06486f617fe6f3f66ced2028703961385e81c1e2c573236e93527d67ff

Observation fe0ef263-932d-47c8-91a8-9a45cc1f4e7a · outbound

This paper cites serenity: The Serenity Operating System.

An Empirical Study of Fuzz Harness Degradation serenity: The Serenity Operating System

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.158651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.591916Z digest=sha256:e5c454f363acb8fe07ca406cb29cd06fb0a87c8e650bc96021f6a1903a00f752

Observation 48e78a9e-5456-414c-901d-1b2a4ba56a47 · outbound

This paper cites sudo: Utility to execute a command as another user.

An Empirical Study of Fuzz Harness Degradation sudo: Utility to execute a command as another user

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.143991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.597144Z digest=sha256:10344dee396592a19a69c1f91ce374b30d03acb63112bbac7cba58f8c2984e33

Observation 5c04c87e-41c4-4118-b52c-9736c2c547a8 · outbound

This paper cites Fuzzing: brute force vulnerability discovery.

An Empirical Study of Fuzz Harness Degradation Fuzzing: brute force vulnerability discovery

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.129092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.602310Z digest=sha256:8f6cda5808976d1b9a23fd272b849645cd15d92e234f5ef25f790bb2bf9ec8f6

Observation 5c20808e-6b67-4124-b90d-cfb5ad4b69c8 · outbound

This paper cites An empir- ical study of security culture in open source software communities.

An Empirical Study of Fuzz Harness Degradation An empir- ical study of security culture in open source software communities

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.114626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.607733Z digest=sha256:c45dca858c35f793d0229c556674d0cac294a950ea169ce7ddf17c2ffa04c623

Observation f186c155-9510-4050-9be2-cc14412c1d5f · outbound

This paper cites Agile devel- opment: Mainstream adoption has changed agility.

An Empirical Study of Fuzz Harness Degradation Agile devel- opment: Mainstream adoption has changed agility

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.100306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.613324Z digest=sha256:49f5809f908e93ad72f4d988de6832c637fcc00f243f7bec5554570571bb584c

Observation 0bba64b5-4509-411b-8bc9-cd066b51d7ee · outbound

This paper cites A survey of human- machine collaboration in fuzzing.

An Empirical Study of Fuzz Harness Degradation A survey of human- machine collaboration in fuzzing

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.085782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.618807Z digest=sha256:e48500dbf7d5a3635f562619e14d381b0f07ced49efe486f9044478d966f4798

Observation 5b2f43d0-9727-4c46-ad4d-e8a3fdaeb0f5 · outbound

This paper cites The Fuzzing Book.

An Empirical Study of Fuzz Harness Degradation The Fuzzing Book

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.070773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.623933Z digest=sha256:d7cdd1a22d16a4198aab8607e9a97028ff7f8c155306754602e61d7358a5c962

Observation 578fcc2e-363e-474e-9966-0d23cbd1aa80 · outbound

This paper cites In 30th USENIX Security Symposium (USENIX Security 21) , pages 2811–2828, 2021.

An Empirical Study of Fuzz Harness Degradation In 30th USENIX Security Symposium (USENIX Security 21) , pages 2811–2828, 2021

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.054923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.629368Z digest=sha256:35c72108f9b243dccfb3b895b5de2a2cf7a94e0605426507c88e138d2b455c78

Observation 89a39300-1d96-495e-9cb4-d98c3273ee96 · outbound

This paper cites Automata-guided control-flow-sensitive fuzz driver generation.

An Empirical Study of Fuzz Harness Degradation Automata-guided control-flow-sensitive fuzz driver generation

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:52.038690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.634590Z digest=sha256:a3f56ade46c57ab5a4991bb4e4fc992e3597dfdbfdf4612ad488068b05086635

Observation 14d2cd93-bab1-4ecd-b787-fababc608589 · outbound

This paper cites Intelligen: Automatic driver synthesis for fuzz testing.

An Empirical Study of Fuzz Harness Degradation Intelligen: Automatic driver synthesis for fuzz testing

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:51.907713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.639853Z digest=sha256:e199695f974eef282ac30e3ca8b744c68f25907a249837988fae74ed951d2107

Observation a09a4a70-9ea5-41a7-bb5c-69d528fb4855 · outbound

This paper cites Daisy: Effective fuzz driver synthesis with object usage sequence analysis.

An Empirical Study of Fuzz Harness Degradation Daisy: Effective fuzz driver synthesis with object usage sequence analysis

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:51.892863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.645364Z digest=sha256:bcd384272d2f3c7ff8ac170d60c28798ae1941d549fc881fbeb68cc47891fb43

Observation 0fd62731-8eb4-42ff-9df8-0f8627b9793b · outbound

This paper cites Regression greybox fuzzing.

An Empirical Study of Fuzz Harness Degradation Regression greybox fuzzing

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:50:51.876311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.651985Z digest=sha256:460164c31f01eae4a37819aa6882c0492af5629667f3eb43fff58a277a0ba856

Observation 31bce9d9-3104-4f78-815d-4119a6c81439 · outbound

This paper cites an unresolved cited work.

An Empirical Study of Fuzz Harness Degradation Unresolved cited work

Reference 2024

Resolution
unresolved
raw_fallback, observed 2026-08-15T22:50:52.273828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:50:51.543781Z digest=sha256:d90bb58d66b9af71835251757703e2f9028635396fbae179ae099c540988db85

Pith citing papers

Observation 21c2b2c7-41ac-41da-963b-2826a9f11c11 · inbound

Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition cites this paper.

Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition An Empirical Study of Fuzz Harness Degradation

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-07-09T22:26:36.943167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T22:24:48.475629Z digest=sha256:0f10654446f5fb6344ab21ffaef533606392a174ea83e60f94298f6b1ae7d095