SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing | Paper Citation Record

Observation 24f46d14-d8b2-49df-84d9-60857fbae0cb · outbound

This paper cites Artificial Intelligence Cyber Challenge.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Artificial Intelligence Cyber Challenge

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:00.132507Z

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Observation 8920b5ea-28c9-44dc-bd46-82cde3b056d0 · outbound

This paper cites Neo4j Graph Database & Analytics – The Leader in Graph Databases.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Neo4j Graph Database & Analytics – The Leader in Graph Databases

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:00.232021Z

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Observation c411d3c1-e688-43bc-96d5-9487ee14f72e · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 3

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Observation c8863b23-ba5d-49c9-8b91-f8ac7c1ca8e7 · outbound

This paper cites Langchain.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Langchain

Reference 4

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Observation 198b6728-cbef-4580-871a-587176b95cdb · outbound

This paper cites tree-sitter.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing tree-sitter

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Observation 9b364b0e-848f-4ac7-a4ba-694472d15165 · outbound

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SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:00.548630Z

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Observation 70a751cc-abfd-4980-b0c6-9d4d49553bef · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:00.633176Z

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Observation 83b09448-658c-4b3e-b772-4c4a9a5795cf · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:00.758172Z

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Observation 3be9c7e9-857f-4689-b9c5-79883077c5cf · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:00.798472Z

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Observation c711cea0-12e5-4ae5-aa70-8316602937ce · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:00.913458Z

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Observation ac001077-12b4-44f3-af4c-63944dcc1d35 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:01.076156Z

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Observation 0c4a56cb-3ca3-478b-a08e-e256860cc848 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:01.159453Z

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Observation 4e6d1848-adeb-4bbe-abbc-bf276ea7f891 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Evaluating Large Language Models Trained on Code

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:01.233129Z

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Observation 386df662-a36a-4f1a-b355-a8866c0ef5f7 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:01.313922Z

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Observation 18d13886-292c-4f49-aeec-df4751c25286 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:01.394443Z

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Observation a8cc9af5-83b3-4bd0-949c-30655ae8b236 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:01.440600Z

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Observation 0a118f58-22ef-475f-a2e6-a5adc423e170 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 17

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Observation 162f2fdf-5af4-42e7-9b6b-327918f8ad1d · outbound

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SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 18

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Observation 41e6032e-cf09-465f-b959-842cf2f7cbcb · outbound

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SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

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Observation 60d1e29e-a82c-40f8-8b1d-260a539de14a · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:01.771514Z

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Observation 7f13d1bc-3923-49e3-8ccd-cddf03beee26 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:01.877667Z

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Observation 1553f3e9-710d-4eb1-b517-8c86a08aa265 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:01.948184Z

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Observation e5350ec5-5d56-4c3e-88e3-14cd34d01a60 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:02.005476Z

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Observation 70e9c1c0-ff41-4599-b6ad-d2d66749de02 · outbound

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SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:02.061989Z

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Observation 388df08e-c2ed-4a67-ae0b-4359bdb29131 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:02.210535Z

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Observation 9e0c7317-cde3-40c1-8a81-ded2a99b3b14 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:02.302264Z

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Observation b1594574-9950-4683-852f-0985f2397bd9 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:02.382352Z

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Observation fb9f1b10-9170-4496-aa34-80b775c5e7e5 · outbound

This paper cites IRIS: LLM-Assisted Static Analysis for Detecting Security Vulnerabilities.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing IRIS: LLM-Assisted Static Analysis for Detecting Security Vulnerabilities

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:02.518466Z

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Observation 29a7a42d-aa2c-4beb-b3bf-4a19f9122545 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:02.601436Z

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Observation fbd6d5ae-15f6-4ec9-a602-03740cf0642f · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:02.694058Z

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Observation 3c712a45-f0de-4106-ab19-5dcebadcf413 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:02.745518Z

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Observation 354d75d9-62f5-4527-903b-a7f6215d2798 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:02.863384Z

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Observation e39f0146-6ad4-46c8-a0a9-73e6dab97eee · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:02.909132Z

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Observation 51bb030b-aaa4-4427-8765-8891147d2afc · outbound

This paper cites Self-Refine: Iterative Refinement with Self-Feedback.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Self-Refine: Iterative Refinement with Self-Feedback

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:02.969424Z

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Observation 98393e6a-1fbf-4529-aceb-6a05c7c019be · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:03.018358Z

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Observation c7bcb8ee-e99a-406b-9e6a-2b2dbeda9790 · outbound

This paper cites ARVO: Atlas of Reproducible Vulnerabilities for Open-Source Software.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing ARVO: Atlas of Reproducible Vulnerabilities for Open-Source Software

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:03.073126Z

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Observation 89fd78cb-cd61-42f9-b27e-b9717fa5167f · outbound

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SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:03.114861Z

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Observation 8aa1ab08-ba24-4902-ac05-d1dab42f84c9 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:03.170254Z

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Observation d9fae719-66fd-4f63-b8cb-2a1e21840e6d · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 40

Resolution: malformed identifier; no resolver link, observed 2026-08-02T07:50:03.249685Z

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Observation 5721e92a-17e9-4410-a5d3-a8a7018df8f4 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:03.326384Z

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Observation 9876a6d6-168d-4f4d-9588-11b961db70a8 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:03.377879Z

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Observation 9aa9b663-b048-40ce-9e4f-b3ca6ea476fa · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:03.513594Z

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Observation ef651e82-1704-491e-9941-04e428d6a913 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:03.626066Z

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Observation a7ed769f-40f3-4b25-999c-35f4a0258fef · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:03.716963Z

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Observation 0a45b52f-e170-4c56-886d-327f52969f4a · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:03.828367Z

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Observation 3e24f036-b6b7-4150-8875-38bc439c5102 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:03.911363Z

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Observation 8196a907-7542-4c99-bc04-691a82bfb52f · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 48

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Observation 3e1a53f6-d890-4860-9e52-5d7420c1d563 · outbound

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SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:04.144425Z

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Observation c384df42-ead5-4540-99c5-570969aecb52 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 50

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Observation 14926b27-857e-42ec-9372-bbb907473806 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:04.337199Z

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Observation c22e6248-9fbe-4b4e-b1f5-d245b266aefa · outbound

This paper cites ISC4DGF: Enhancing Directed Grey-box Fuzzing with LLM-Driven Initial Seed Corpus Generation.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing ISC4DGF: Enhancing Directed Grey-box Fuzzing with LLM-Driven Initial Seed Corpus Generation

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:04.462311Z

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Observation e88a4d64-b3f9-4c2f-9761-5493f2c04f89 · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing ReAct: Synergizing Reasoning and Acting in Language Models

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:04.532264Z

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Observation 69bba969-ab08-4110-aea1-c8934ac02053 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:04.585720Z

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Observation 813075bc-73e0-4634-80e2-14e30917d4c1 · outbound

This paper cites 2018.{QSYM}: A practical concolic execution engine tailored for hybrid fuzzing.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing 2018.{QSYM}: A practical concolic execution engine tailored for hybrid fuzzing

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:04.647815Z

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Observation 125fa08f-65f3-4827-8acc-5a42dca71e3a · outbound

This paper cites SoK: DARPA's AI Cyber Challenge (AIxCC): Competition Design, Architectures, and Lessons Learned.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing SoK: DARPA's AI Cyber Challenge (AIxCC): Competition Design, Architectures, and Lessons Learned

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:04.689325Z

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Observation c6eaa053-fffc-4f1d-a76f-e54b82de6f8c · outbound

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SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:04.750393Z

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Observation 41029423-0aaf-461c-a0ff-274da7772b02 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:04.800326Z

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Observation 97ce1a06-d7c8-4975-818e-77049557a0a9 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 59

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Observation 7f9afeff-98b8-4657-a700-3c15676c58d9 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:04.928847Z

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Observation b9003eff-e4af-46a7-aea3-2b5265986b96 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:04.987633Z

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Observation ba495690-be0c-43ce-95a6-01b77492310d · outbound

This paper cites Locus: Agentic Predicate Synthesis for Directed Fuzzing.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Locus: Agentic Predicate Synthesis for Directed Fuzzing

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:05.044391Z

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Observation bee6ab28-6676-4e76-84e1-b8646840cd03 · outbound

This paper cites 2020.{FuzzGuard}: Filtering out unreachable inputs in directed grey-box fuzzing through deep learning.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing 2020.{FuzzGuard}: Filtering out unreachable inputs in directed grey-box fuzzing through deep learning

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:05.091020Z

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Observation a0db547f-82fa-41b5-be69-168bba4353b3 · outbound

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SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 67

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Observation 6e180e14-7581-4340-b41d-45f924471b7a · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 68

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Observation a811e18c-6a4b-416d-a2bf-0e11e89ff9f8 · outbound

This paper cites + Employ generalized, yet precise patterns.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing + Employ generalized, yet precise patterns

Reference 69

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Observation cb9657d5-ca00-4487-a523-243a0b705dbd · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 70

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Observation a92bced8-8edc-4a4e-bebc-8a6738c2d2dc · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 71

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Observation 5f562174-b4e7-4f14-8b22-cc2ab41b59f4 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:05.468810Z

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Observation 89689e26-cbaa-4c94-81fa-4196d6324762 · outbound

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SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing on the path

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:05.545891Z

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Observation 02c4983e-f7cf-4cb1-9a06-94becdf72612 · outbound

This paper cites The size of the seed MUST be under 2MB.

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Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:05.633025Z

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Observation adec7c45-8673-4a2f-8e32-50797e897ba0 · outbound

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SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing IF YOU HAVE TO SHOW SUCH EXAMPLES, PLEASE PROVIDE A SHORTER SUMMARY

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:05.699645Z

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Observation f54d4dfb-d679-4cf1-a72f-68fdcba04880 · outbound

This paper cites an unresolved cited work.

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing Unresolved cited work

Reference 383

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:02.797400Z

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Observation b8d88935-1203-40bf-9cc0-314467fc0c91 · outbound

This paper cites InProceedings of the ACM Conference on Computer and Communications Security (CCS).

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing InProceedings of the ACM Conference on Computer and Communications Security (CCS)

Reference 2017

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Observation 1b19c14f-752d-41bb-a2cd-39b13b2714a7 · outbound

This paper cites InProceedings of the IEEE Symposium on Security and Privacy (S&P).

SeedSmith: LLM-Driven Seed Synthesis for Directed Fuzzing InProceedings of the IEEE Symposium on Security and Privacy (S&P)

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-02T07:50:02.118033Z

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