Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-09T22:24:48.475629Z
Paper Citation Record · LEDGER
As of 19 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2607.07007.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-09T22:24:48.475629Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
48 of 48 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 750a83ec-618e-44d5-a168-984b654ba606 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Sok: Eternal war in memory
Reference 1
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.
Observation 2040b255-70f1-459a-86c4-c24adc83052a · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition The art, science, and engineering of fuzzing: A survey.IEEE Transactions on Software Engineering, 47(11):2312–2331, 2019
Reference 2
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.
Observation f19fcf5c-353b-4373-b345-58bf865f84e4 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Continuous fuzzing with libfuzzer and addresssanitizer
Reference 3
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.
Observation 47c970b6-7e8f-43b1-a62c-9c9bf8a21858 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Llm-based test-driven interactive code generation: User study and empirical evaluation.IEEE Transactions on Software Engineering, 2024
Reference 4
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.
Observation 8f0a5556-5d5b-4167-8fd1-814f7cb37d87 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition OSS-Fuzz-Gen: Automated Fuzz Target Generation, May 2024
Reference 5
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.
Observation 8f489291-e25a-44c7-a570-fd9d00e10039 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Understanding large language model based fuzz driver generation.arXiv e-prints, pages arXiv–2307, 2023
Reference 6
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.
Observation e847fdc5-b621-4881-9b9f-037adc89b480 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition How effective are they? exploring large language model based fuzz driver generation
Reference 7
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.
Observation bfad0efa-4797-41b2-a7bf-ad02906d0b97 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Prompt fuzzing for fuzz driver generation
Reference 8
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.
Observation 7ddc8468-f30e-4d22-9d27-f0c773250209 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Ckgfuzzer: Llm-based fuzz driver generation enhanced by code knowledge graph
Reference 9
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.
Observation 21c2b2c7-41ac-41da-963b-2826a9f11c11 · outbound
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
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.
Observation 5dcfa524-6e7d-43fb-968c-1c48bc8f3e4c · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Understanding the planning of LLM agents: A survey
Reference 11
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.
Observation d6f8085d-94ec-4f07-9c04-cde896979dd4 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Promefuzz: A knowledge-driven approach to fuzzing harness generation with large language models
Reference 12
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.
Observation b5594cd1-4f6f-482b-8ac3-3993100f4ccb · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition In- telligen: Automatic driver synthesis for fuzz testing
Reference 13
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.
Observation 2daa9377-b8c7-44c3-a812-b17800652b26 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Fudge: fuzz driver generation at scale
Reference 14
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.
Observation 69d55eb0-f78f-4502-bdc0-0722e738b279 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition {FuzzGen}: Automatic fuzzer generation
Reference 15
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.
Observation bd8c6fde-7fde-4229-8e30-c6bc2cbc2b30 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition https://github.com/lifthrasiir/j40, Accessed: 2024
Reference 16
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.
Observation c46f2bd8-8791-4db0-8d93-19107f5437e4 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition sitter Contributors
Reference 17
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.
Observation 493c6063-ff7b-4489-bcf6-ff9aebe80eec · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Hopper: Interpretative fuzzing for libraries
Reference 18
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.
Observation 676c16f9-0439-46f9-ab62-d5d4a503ddf3 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Afgen: Whole-function fuzzing for applications and libraries
Reference 19
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.
Observation 6836dee8-e478-470f-b892-db268c21b17a · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Sok: Prudent evaluation practices for fuzzing
Reference 20
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.
Observation 4181b1d1-9a59-446b-b7bb-3e6640ccdedc · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition https://issues.oss-fuzz.com, Accessed: Jan 2026
Reference 21
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.
Observation 2e387129-224d-4016-9317-083b42661b7d · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Confusing value with enumeration: Studying the use of{CVEs} in academia
Reference 22
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.
Observation b1fcefb3-6e29-4c08-89af-e1404bba9960 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Deepseek-v3 technical report
Reference 23
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.
Observation f3641dd8-12a6-4e63-ae1a-418c08b44813 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Claude 3.5 series update, 2024
Reference 24
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.
Observation d8b76e6c-92d5-45eb-8251-208d1b1de3a0 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition A Com parison of DeepSeek and Other LLMs
Reference 25
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.
Observation d23b3db2-c8db-4802-8e62-a027dce361ea · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Winnie: Fuzzing windows applications with harness synthesis and fast cloning
Reference 26
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.
Observation 1ba23e9d-4a6f-4f28-8484-7b14951d754c · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition APICraft: Fuzz driver generation for closed-source SDK libraries
Reference 27
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.
Observation 95f8f52e-6736-4187-96c6-24b86a5263a7 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Automatic library fuzzing through api relation evolvement
Reference 28
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.
Observation ca632dfa-1610-4618-a5f6-7615a798b80c · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition https://llvm.org/docs/LibFuzzer.html, Accessed: Jan 2026
Reference 29
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.
Observation d0739a01-933b-4261-89b9-2f4e002c363d · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Libafl libfuzzer: Libfuzzer on top of libafl
Reference 30
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.
Observation ebed607a-69ab-4e65-8d77-21f2b777e541 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Cupid: Automatic fuzzer selection for collaborative fuzzing
Reference 31
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.
Observation dd78e9a0-ce5f-4920-8f27-b0199c39ca90 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Libafl qemu: A library for fuzzing-oriented emulation
Reference 32
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.
Observation 5ad95fce-f0d5-45e2-b10a-a92eaf02d5bf · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Liberating libraries through automated fuzz driver generation: Striking a balance without consumer code
Reference 33
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.
Observation e730a47f-8b12-4f0f-9a27-341814d2017e · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Futag: Automated fuzz target genera- tor for testing software libraries
Reference 34
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.
Observation 4e29164e-6741-47ff-aafd-d67a50d32ebf · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Utopia: Automatic generation of fuzz driver using unit tests
Reference 35
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.
Observation f441cd73-91a9-4191-99af-6c5a834f2234 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Wildsync: Automated fuzzing harness synthesis via wild api usage recovery
Reference 36
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.
Observation 64c14cb5-457e-4bb6-8902-3b7409c8e524 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Hercules droidot and the murder on the jni express
Reference 37
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.
Observation 3ca67ab5-a977-4b4b-84e6-09dbdbffc525 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Large language models are edge-case generators: Crafting unusual programs for fuzzing deep learning libraries
Reference 38
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.
Observation cd4780c7-f1ba-4a05-9272-d7e266fd5492 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Fuzz4all: Universal fuzzing with large language models
Reference 39
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.
Observation e65f297c-3461-43b1-a4d5-a82d9f9d5420 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Whitefox: White-box compiler fuzzing empowered by large language models.Proceedings of the ACM on Programming Languages, 8(OOPSLA2):709–735, 2024
Reference 40
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.
Observation 510f9f83-2c14-4c64-96e2-6b74cdbe3437 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition GPT-4 Technical Report
Reference 41
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.
Observation e929724a-8178-420b-bb70-baf978cade46 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Starcoder: May the source be with you!Transactions on machine learning research, 2023
Reference 42
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.
Observation 434297be-5360-4b51-a614-d87b2deac624 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Testing the limits: Unusual text inputs generation for mobile app crash detection with large language model
Reference 43
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.
Observation 6603ce60-c3d4-4718-b1d5-730825e64028 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Elfuzz: efficient input generation via llm-driven synthesis over fuzzer space
Reference 44
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.
Observation 5d2eed6a-1556-44bb-a0d8-b65c6f2679ce · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Error messages to fuzzing: Detecting xps parsing vulnerabilities in windows printing components
Reference 45
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.
Observation a1338eb2-c3f4-4c96-9567-09433419face · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Unresolved cited work
Reference 46
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.
Observation 253ee333-383f-45e2-a5e5-b3465ec5b2d8 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Aimfuzz: Automated function- level in-memory fuzzing on binaries
Reference 47
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.
Observation 0aae8d26-e77f-4973-9977-6e6bb0e044f9 · outbound
Thinking More, Harnessing Better: State Machine Guided Harness Automatic Generation with Project Digestion and Workflow Decomposition Is the following {parameter_name} a function pa- rameter by reference? The answer is output in json format. Below is a sample output: {
Reference 48
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.
No inbound Pith citation observations are available.