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Paper Citation Record · LEDGER

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing

As of 20 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2506.23063.

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

pith.paper-citation-record.v1
2506.23063 v1

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:01:38.086358Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

56 of 56 outbound references displayed

  • verified exact1
  • verified fuzzy50
  • unresolved5
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 530b9473-cde1-4cda-8d08-0e474a130a61 · outbound

This paper cites Boosting fuzzer efficiency: An information theoretic perspective,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Boosting fuzzer efficiency: An information theoretic perspective,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:46.762029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:34.360927Z digest=sha256:852831fb5bd8628b06795b45c372295d73a25ff8c2a4c5bf6714eaf16d26e5f4

Observation 5c66321e-ce55-4abd-8123-b14f154276eb · outbound

This paper cites WEIZZ: Automatic grey-box fuzzing for structured binary formats,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing WEIZZ: Automatic grey-box fuzzing for structured binary formats,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:46.613839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:34.430191Z digest=sha256:22a9a7c92838915f86e779d1ce7aba8a91111324ecc11b99563a1ba90ccdbf3d

Observation 5300004a-7ea1-4b3a-aab6-6ea22980857e · outbound

This paper cites The art, science, and engineering of fuzzing: A survey,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing The art, science, and engineering of fuzzing: A survey,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:46.459273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:34.505487Z digest=sha256:6cc78e9797df6b99d8d9ec8bbd725aab85be6c7c478d7b285c09d9981fc5a65c

Observation 7a5fe930-b268-403b-b10c-749f6601b643 · outbound

This paper cites Parser-directed fuzzing,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Parser-directed fuzzing,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:46.321349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:34.593806Z digest=sha256:1bfaf7318840d58758cb7c83a2b52b2d54cbe6aa2ee04ba2be2b14c23dadb69a

Observation 52a741b7-4bd0-4e5d-b6f9-725c5ec32bc4 · outbound

This paper cites Learning input tokens for effec- tive fuzzing,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Learning input tokens for effec- tive fuzzing,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:46.176897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:34.681549Z digest=sha256:643ffd9f8b6234d801a86dc08e4eaa3063c7d399a34bb06006ac92884172d30b

Observation f9446d1e-5ebd-4f05-b398-dd00328a79be · outbound

This paper cites CodeAlchemist: Semantics-aware code generation to find vulnerabilities in JavaScript engines.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing CodeAlchemist: Semantics-aware code generation to find vulnerabilities in JavaScript engines

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:46.010505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:34.753422Z digest=sha256:a9f255ccfb70f631e5dc122549368edfe0183b4a27db8dceeb65f0abc0d042d4

Observation 00b81f52-9369-431d-bd8c-1ea424d70f20 · outbound

This paper cites Superion: Grammar-aware greybox fuzzing,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Superion: Grammar-aware greybox fuzzing,

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T22:01:34.866468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:01:34.866468Z digest=sha256:d56e51e5e8b540db4a30d175b6545c6f16d2c15ac513c039d98e00617537a297

Observation 7d7afeee-0b88-49ea-ba45-b5f6f4f97073 · outbound

This paper cites NTFuzz: Enabling type-aware kernel fuzzing on windows with static binary analysis,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing NTFuzz: Enabling type-aware kernel fuzzing on windows with static binary analysis,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:45.792590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:34.963273Z digest=sha256:16a7fdae34c4a131b78172a81e63ed3428bf256be7efca6fc9189872437891e5

Observation 939a91d9-7aa4-4dec-b479-af1ad14f17ea · outbound

This paper cites Razzer: Finding kernel race bugs through fuzzing,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Razzer: Finding kernel race bugs through fuzzing,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:45.608891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:35.026909Z digest=sha256:4ae7d429ce261739c101678d9ede45ddccbd3ce0f565f9010b4267dbb861cf8e

Observation 44dc7e11-bc22-4613-932e-3d0f27648ccb · outbound

This paper cites {kAFL}:{Hardware-Assisted} feedback fuzzing for {OS} kernels,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing {kAFL}:{Hardware-Assisted} feedback fuzzing for {OS} kernels,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:45.425569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:35.104084Z digest=sha256:3b6928d743ac585b33d7c2a1d6b39d1701144cfdd4fe1b82424bfcd9b0a62957

Observation 67afdab0-5b55-4f40-9dbd-46f21de289fc · outbound

This paper cites SyzDirect: Directed Greybox Fuzzing for Linux Kernel,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing SyzDirect: Directed Greybox Fuzzing for Linux Kernel,

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-06T22:01:35.160220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:01:35.160220Z digest=sha256:ad466820a32708a5721ed53d803eb5173978ccbe346d6494616efc85beb4ea19

Observation c3d54bbc-4221-4d3e-927c-385143d6b004 · outbound

This paper cites Pulsar: Stateful black-box fuzzing of proprietary network protocols,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Pulsar: Stateful black-box fuzzing of proprietary network protocols,

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T22:01:35.273867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:01:35.273867Z digest=sha256:c70ed80498004f5ac0b6f6a123f5dd8737f448dd0d8244ad3c40ae856456b4fd

Observation 12fe088e-9784-4408-8efe-3d07cb0683e2 · outbound

This paper cites State selection algorithms and their impact on the performance of stateful network protocol fuzzing,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing State selection algorithms and their impact on the performance of stateful network protocol fuzzing,

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T22:01:35.344438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:01:35.344438Z digest=sha256:f580fb51009af465b8215b119abb862f58a09330683aafc6ecbb65fa1b6681ae

Observation 9c4ea102-fb34-45df-bebb-2631d51ed491 · outbound

This paper cites Snpsfuzzer: A fast greybox fuzzer for stateful network protocols using snapshots,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Snpsfuzzer: A fast greybox fuzzer for stateful network protocols using snapshots,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:45.270802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:35.428637Z digest=sha256:6661e228394117e4e1bfc7bf3c32bdbd2ba568d431a9203e057291cfc33e9068

Observation f72c9932-5707-4cc2-aa8c-381de295d84d · outbound

This paper cites Regression Greybox Fuzzing,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Regression Greybox Fuzzing,

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T22:01:35.509621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:01:35.509621Z digest=sha256:027623329454dc84b45dc03e6a190b298b6c0219ae4361a586b9d1489dc50597

Observation 36ace434-c4d3-490c-8cd1-0cd4188dbc6c · outbound

This paper cites Automated whitebox fuzz testing.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Automated whitebox fuzz testing

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:45.108708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:35.565967Z digest=sha256:6433d3bd1432faf975cbb7463f2ce96593cba5c2e36dd63bd78fbd0187e44667

Observation 7f362e80-38d7-4471-9131-f732c91b1888 · outbound

This paper cites DART: Directed automated random testing,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing DART: Directed automated random testing,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:44.947710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:35.646994Z digest=sha256:d27eb5265da93eb0a0cbe05f4eb2eda0ebcfb72fd1eb3a3a769b90e873d98a22

Observation 13fbedc1-dba1-4edf-a13e-440a1505914a · outbound

This paper cites Crash reproduction via test case mutation: Let existing test cases help,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Crash reproduction via test case mutation: Let existing test cases help,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:44.770130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:35.667864Z digest=sha256:7fdbbc3122a8bcfcb6b9a7260c9c88f8d837cfddd3f24d3c44d6e29ac0823dc5

Observation 3cedcd68-4c24-4561-8355-a7644c521ee3 · outbound

This paper cites Search-based crash reproduction and its impact on debugging,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Search-based crash reproduction and its impact on debugging,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:44.594659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:35.760068Z digest=sha256:f5cc7958c482e40cda026686c818a4e8d73e6795151290844f041d24b143f112

Observation c0b5aaff-338d-4e77-89e3-ba82f4a8ade7 · outbound

This paper cites Taintdroid: an information- flow tracking system for realtime privacy monitoring on smartphones,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Taintdroid: an information- flow tracking system for realtime privacy monitoring on smartphones,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:44.383271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:35.830221Z digest=sha256:d531e13935fa2a5b388a17642a17374155db8624215cdc1229b398cd77eff3f6

Observation 1c090262-53f3-4592-8c23-2bc0f79b1f1f · outbound

This paper cites Directed greybox fuzzing,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Directed greybox fuzzing,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:44.175727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:35.890786Z digest=sha256:c1837ba9aa74d29ea7d8c5a15acf1a9a616a300ca02a5f82f058b5947a344f78

Observation 81dc5aed-d234-4eaf-86ef-f9d19e2d594c · outbound

This paper cites {DAFL}: Directed Grey- box Fuzzing guided by Data Dependency,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing {DAFL}: Directed Grey- box Fuzzing guided by Data Dependency,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:43.994598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:35.964262Z digest=sha256:7844dc57e4e16e81812730a066d284115e9cfca8284cccf52fa8e2e16b5ceca4

Observation 7d3d6a84-e3ce-44b4-93d8-2c86b4017ed8 · outbound

This paper cites WindRanger: a directed greybox fuzzer driven by deviation basic blocks,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing WindRanger: a directed greybox fuzzer driven by deviation basic blocks,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:43.813672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:36.038277Z digest=sha256:62e375b1eb052331ec09192da5fa63b58da2fcfaebeec8f67b2348f41714297f

Observation 973d5a14-e5d9-4ed3-b69a-5e9f36431923 · outbound

This paper cites Dowser: a guided fuzzer to find buffer overflow vulnerabilities,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Dowser: a guided fuzzer to find buffer overflow vulnerabilities,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:43.618550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:36.097581Z digest=sha256:920a484664cf87ca46353afb6710189877461154fc6925c6f6232753c5d9f8a1

Observation a30f8e70-5692-4acd-adc1-4c8d3537d8ad · outbound

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

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Selectfuzz: Efficient directed fuzzing with selective path exploration,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:43.444490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:36.154830Z digest=sha256:bf10ee660282fe53741f91cf9dadb392b4275420ea190b427497efbc5cfc1f35

Observation 37777715-a804-4681-a9a1-d5a6c4f026d4 · outbound

This paper cites Program analysis and specialization for the C pro- gramming language,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Program analysis and specialization for the C pro- gramming language,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:43.302231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:36.219608Z digest=sha256:4b517a31506d2667ae55ecab62141a8407e5b48fe25a66205937ee1dc790ced9

Observation 751614fc-3739-4354-a537-d9d679f50aaf · outbound

This paper cites Directed Greybox Fuzzing with Stepwise Constraint Focusing.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Directed Greybox Fuzzing with Stepwise Constraint Focusing

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-08-06T22:01:38.224479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:36.279154Z digest=sha256:90b5f68dc79406c729be30e2756140c2efdea74ca9bfd643a8f8523aa1175308

Observation 8af6f9ae-f99f-4392-90df-948d83c2c529 · outbound

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

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Hawkeye: Towards a desired directed grey-box fuzzer,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:43.158800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:36.376920Z digest=sha256:bfa485e729dbcaf833cd3d9c90ee96e3cd6d96230bdd093254d64d73aa3aca8b

Observation 4c0f6a89-1bb3-46a1-84aa-a482b282aba1 · outbound

This paper cites The value flow graph: A program representation for optimal program transformations,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing The value flow graph: A program representation for optimal program transformations,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:42.974775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:36.417743Z digest=sha256:819c3f47486d37996ce2b957738c64c095396744730358e0d32987b5d5281f0d

Observation f268e5d9-08f4-42d0-bc58-0b04dd994290 · outbound

This paper cites Practical memory leak detection using guarded value-flow analysis,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Practical memory leak detection using guarded value-flow analysis,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:42.807269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:36.480432Z digest=sha256:a6b1e4bab5b7834ffb12441b8cc2235db2998ccd809bb1c8bb662d7b54c707e8

Observation 97d34a7b-85cb-43ef-81c7-389bf5fb24f8 · outbound

This paper cites SVF: interprocedural static value-flow analysis in LLVM,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing SVF: interprocedural static value-flow analysis in LLVM,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:42.655668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:36.535764Z digest=sha256:637456ebdcd3b4870189cb75c13a74b71facd1e3d3e68bf93d360f83427235fe

Observation bb5c5f6d-9849-47f1-b9e6-a76c4026e435 · outbound

This paper cites American fuzzy lop,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing American fuzzy lop,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:42.493958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:36.605353Z digest=sha256:a178368169b90732f3b104712cf137d37bbb3f63f9ab1081a5b9cb73254a7bd3

Observation dc3990b9-146f-450e-8a1f-d3a28d0b0ce8 · outbound

This paper cites LLVM: A compilation framework for lifelong program analysis & transformation,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing LLVM: A compilation framework for lifelong program analysis & transformation,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:42.360570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:36.667022Z digest=sha256:f0febdab9aef44896a6bc3c0663b2251053881e16e3c551ea1bdd4939abd3a3f

Observation 669621f6-ef40-4ae2-a6e6-31b4b673c595 · outbound

This paper cites Svf: interprocedural static value-flow analysis in llvm,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Svf: interprocedural static value-flow analysis in llvm,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:42.218864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:36.713453Z digest=sha256:70b9b7b69d0963065a45e122b944472ec9741aa9e4edce9417330f05de73ee82

Observation d7f9a536-ba36-4e7e-8ade-2b482127bf50 · outbound

This paper cites Zalewski.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Zalewski

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:42.085774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:36.780753Z digest=sha256:9b2631fb640bdf6a9c11a211e3d470c694cbd22ad5c8e1630ff901d4b382a8ef

Observation 47f565dd-9afa-4248-ab0d-ccf065b17128 · outbound

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

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Beacon: Directed grey-box fuzzing with provable path pruning,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:41.939502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:36.841665Z digest=sha256:e2492f9b51597a9b91ee7a5a16cd10a43cc7128ed0bd746391ba59a3b0c21f47

Observation ee488d7f-9187-483d-822b-2b451aad68cf · outbound

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

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing AFL++ : Combining incremental steps of fuzzing research,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:41.820823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:36.914657Z digest=sha256:4b4ae512c1444256ecdf0fb47c2624747fe3b4bf11eaba3c9a6053144938eb17

Observation c178fb50-6a72-497f-af1b-e9ad716385a7 · outbound

This paper cites What is a Container? | Docker.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing What is a Container? | Docker

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:41.497008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:37.047230Z digest=sha256:25ae1fb8d8a467347c4b880e4a385a94a6fac33464177f02b6dc46e0fe7ca21c

Observation 0b172496-91b3-4118-a983-abf3328f4cda · outbound

This paper cites Driller: Augmenting fuzzing through selective symbolic execution.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Driller: Augmenting fuzzing through selective symbolic execution

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:41.370982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:37.092374Z digest=sha256:b9a83b18ec4c3dcb618604193eff571759b8e6b17cf92463e031d8f641fd6de5

Observation d3e420f0-678e-4f34-bfcd-b5d4922d5ae0 · outbound

This paper cites {QSYM}: A practical concolic execution engine tailored for hybrid fuzzing,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing {QSYM}: A practical concolic execution engine tailored for hybrid fuzzing,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:41.273734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:37.145880Z digest=sha256:2b168f386bffb0c1f3f7a2168b15b8c6d42da5fb08c6a1cd2395698351e95402

Observation 8a6d7399-599f-4b2d-9bf4-9e3f6df87c39 · outbound

This paper cites Angora: Efficient fuzzing by principled search,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Angora: Efficient fuzzing by principled search,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:41.132311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:37.215379Z digest=sha256:320155d6b0ef8743df411dadfd7eb35db115673bd6344527acbaa116604051b5

Observation 28d67e72-3551-4aeb-8269-5e5f4187782a · outbound

This paper cites {GREYONE}: Data flow sensitive fuzzing,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing {GREYONE}: Data flow sensitive fuzzing,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:40.941681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:37.260899Z digest=sha256:af58948db7d6aa48b6f1acf40da5f47e6b38981aeec310db07c00711a5af292e

Observation 1ef1facc-4093-494a-9394-c0b81277d80a · outbound

This paper cites Pata: Fuzzing with path aware taint analysis,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Pata: Fuzzing with path aware taint analysis,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:40.757782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:37.329808Z digest=sha256:39cca095ea89057b6b8e06f11ddb982c651adad84f167099b6ef3353fa90b727

Observation 30eac513-bf45-458b-babc-5fc650c39519 · outbound

This paper cites {SelectiveTaint}: Efficient Data Flow Tracking With Static Binary Rewriting,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing {SelectiveTaint}: Efficient Data Flow Tracking With Static Binary Rewriting,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:40.567012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:37.383553Z digest=sha256:bf526cae01cd718d22db26b5de504c1bda43709ba85d3b4a3b5bfde333b9b54f

Observation 7753b965-87d9-439b-9684-9bcfaf22be37 · outbound

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

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Oddfuzz: Discovering java deserialization vulnerabilities via structure-aware directed greybox fuzzing,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:40.374832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:37.437676Z digest=sha256:1ae4fd2ab768dd68ed5e825ae7b465b5b3a1eddb341ddeae57d36d0bd9df58ef

Observation 9da457aa-942c-40d5-962b-9d6112171dc0 · outbound

This paper cites DDRace: finding concurrency UAF vulnerabilities in Linux drivers with directed fuzzing,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing DDRace: finding concurrency UAF vulnerabilities in Linux drivers with directed fuzzing,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:40.190719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:37.501119Z digest=sha256:773b06c08eabbbeb21a8df856dde0bf09f519376344cb75dc132e8a87bb29f81

Observation 3763f8f2-6d7a-446b-ba4d-134a1787af06 · outbound

This paper cites Sequence directed hybrid fuzzing,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Sequence directed hybrid fuzzing,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:39.926049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:37.548760Z digest=sha256:049e61e0341931e6d313a299e44c86592e6ee17a31eaa055621555bde0892a93

Observation 9561e627-1578-40fe-94f2-08525497f7bc · outbound

This paper cites SDFUZZ: Target States Driven Directed Fuzzing.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing SDFUZZ: Target States Driven Directed Fuzzing

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:39.718740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:37.605787Z digest=sha256:8f0c472eeeda7693bd49d01fcdc855ada83e1dbbe755fae895e2bbc02af952b5

Observation 4c850439-75ba-478e-8f2f-6b77f30ad033 · outbound

This paper cites Klee: Unassisted and automatic generation of high-coverage tests for complex systems programs.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Klee: Unassisted and automatic generation of high-coverage tests for complex systems programs

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:39.546923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:37.658882Z digest=sha256:9cc81ca0086843b46640e8d8c4a1fd79fff70d722435bc90b2cc76f5ac63d24a

Observation de27c426-3a77-4b2e-a85d-a0fde55057da · outbound

This paper cites {ParmeSan}: Sanitizer-guided greybox fuzzing,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing {ParmeSan}: Sanitizer-guided greybox fuzzing,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:39.388167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:37.742387Z digest=sha256:57e86c3d467292be937301fb31709033c353f87a280dff6882d3bdbdcae12595

Observation db90ceff-f799-4ede-a297-56dc5fa11b0c · outbound

This paper cites Predecessor-aware Directed Greybox Fuzzing.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Predecessor-aware Directed Greybox Fuzzing

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:39.259974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:37.790531Z digest=sha256:996d8a37e3ea6cea1dce9fdfeb5a6c26b9f813aba594c35b5e700fbc6cde8de6

Observation dfdbd46c-cddc-462b-9041-e1960f2c421b · outbound

This paper cites Fuzzing with data dependency information,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Fuzzing with data dependency information,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:39.075506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:37.851693Z digest=sha256:a23d058e8637f5e1261e5c5da39b732ce0b85ca2117ddbefe8b8c4ae30773690

Observation c8b30b1d-86c4-4096-9d20-83c5ce3094fd · outbound

This paper cites DatAFLow: Toward a data- flow-guided fuzzer,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing DatAFLow: Toward a data- flow-guided fuzzer,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:38.842992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:37.897007Z digest=sha256:0a38ea0cb7d40ea183c957f605a883a2233d2a78962194b4a3012ab0ddb00314

Observation 957fc726-6056-4421-8049-4e384e11c3b3 · outbound

This paper cites Constraint-guided directed greybox fuzzing,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Constraint-guided directed greybox fuzzing,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:38.669543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:37.950134Z digest=sha256:1b718f20dc753ad09421eb1c14e01e18c5a5e42e6e4c13d51ad8e53934380ae3

Observation b5dc896b-8d63-4cd9-94ad-5a8cbb56cd9a · outbound

This paper cites One fuzz doesn’t fit all: Optimizing directed fuzzing via target-tailored program state restriction,.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing One fuzz doesn’t fit all: Optimizing directed fuzzing via target-tailored program state restriction,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:38.481244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:38.086358Z digest=sha256:f950a567993f77f2773497fd67ec7a16d5e1608012a2a0ffdf07be37cf6791c0

Observation b47d6233-e6dd-4ef9-bbe0-449a35599b4e · outbound

This paper cites Available: https://www.usenix.org/conference/woot20/ presentation/fioraldi.

HF-DGF: Hybrid Feedback Guided Directed Grey-box Fuzzing Available: https://www.usenix.org/conference/woot20/ presentation/fioraldi

Reference 2020

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:01:41.645457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:01:36.978253Z digest=sha256:fe812d7af2e8a25640bb9ed18dcb127f20179297517fb8c4480d576b39a5a780

Pith citing papers

No inbound Pith citation observations are available.