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Paper Citation Record · LEDGER

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space

As of 22 August 2026, this Paper Citation Record lists 79 of 79 outbound references and 3 inbound Pith citation observations for arXiv:2506.10323.

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

pith.paper-citation-record.v1
2506.10323 v5

Coverage vector

measured 79 of 79 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:39:53.089089Z

measured 82 of 82 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:29:39.126319Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T09:54:35.410595Z

Reference resolution

79 of 79 outbound references displayed

  • verified exact12
  • verified fuzzy37
  • unresolved26
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8bde5894-74eb-4c34-a309-f7b9f9346fa4 · outbound

This paper cites The AFL++ fuzzing framework.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space The AFL++ fuzzing framework

Reference 1

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verified fuzzy
raw_fallback, observed 2026-08-07T04:40:06.852698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:45.044232Z digest=sha256:f40e5b629c6a3f4a9210b91342394f81a61e54b8605c313bfb7d51ed0eccbf53

Observation 7c6c49b9-3f2b-42a2-b5c9-cd7b4650754d · outbound

This paper cites AFL trophy cases.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space AFL trophy cases

Reference 2

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raw_fallback, observed 2026-08-07T04:40:06.691984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:45.176593Z digest=sha256:6d147fd97485b0f725dbe2c204e2b1029d5701b6ff7a7bd05bfe0c15d6afefc8

Observation de1d0f83-c4bc-4d4e-ae90-04215b52bf3c · outbound

This paper cites antlr/grammars-v4: Grammars written for ANTLR v4.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space antlr/grammars-v4: Grammars written for ANTLR v4

Reference 3

Resolution
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raw_fallback, observed 2026-08-07T04:40:06.548031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:45.254379Z digest=sha256:18cc5c36c0e9c885f415e97f14de2a51771d892964c022375624d8d6c5c8eb0c

Observation 0f7a6d38-9653-46fd-8634-48ebe745e366 · outbound

This paper cites clang.cindex — libclang 16.0.6 documentation.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space clang.cindex — libclang 16.0.6 documentation

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:40:06.361572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:45.319889Z digest=sha256:a0c4b9302f4591cab19689be9aa6607d8deb535b4a10378a7ae5720692d4992b

Observation 49c3e4fb-980d-48e1-9fd6-aa820469dc84 · outbound

This paper cites Format string attack | OWASP foundation.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Format string attack | OWASP foundation

Reference 5

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raw_fallback, observed 2026-08-07T04:40:06.150154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:45.411400Z digest=sha256:2a21ab998084c4d2e266f83e8681bdb822d7aba6f4c3ceaf96560ed4ce8d2024

Observation cced9ea5-109c-459d-b414-5df1243c4c89 · outbound

This paper cites fuzzbench: FuzzBench - Fuzzer benchmarking as a service.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space fuzzbench: FuzzBench - Fuzzer benchmarking as a service

Reference 6

Resolution
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raw_fallback, observed 2026-08-07T04:40:05.972222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:45.504728Z digest=sha256:331a62e64fd92b0a8814dfe3cecd6e9e369ce72d156d863d094bb8bd40a75cc9

Observation 7b288631-aba8-4461-ba81-013c50f34a23 · outbound

This paper cites jsoncpp: A C++ library for interacting with JSON.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space jsoncpp: A C++ library for interacting with JSON

Reference 7

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raw_fallback, observed 2026-08-07T04:40:05.732961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:45.645614Z digest=sha256:59e03f66520a9eb51d7540de6576f9aa63f785d61d61552ca6f63d823ec10837

Observation 3fc8b521-ba51-40f2-adbf-50b979e76e85 · outbound

This paper cites NVIDIA A40 GPU for visual computing.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space NVIDIA A40 GPU for visual computing

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:45.732268Z digest=sha256:b80bf8447d78dc73983607966bed6c4142f4824de4a66d47fdfc84babbd25d02

Observation 50899890-82a5-4797-bc2d-5201e162ca2e · outbound

This paper cites OSS-Fuzz.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space OSS-Fuzz

Reference 9

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:45.849041Z digest=sha256:417a7d98528f5a782f8c16d80279fe86f76b8164ed0389546de8c9897600d57c

Observation f840d271-43be-4429-b060-a62bf09663d5 · outbound

This paper cites system under test - ISTQB glossary.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space system under test - ISTQB glossary

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 3ac9d1e5-455c-42f3-80b1-d9c89f2fd73c · outbound

This paper cites codellama/CodeLlama-13b-python-hf · [AUTOMATED] model memory requirements,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space codellama/CodeLlama-13b-python-hf · [AUTOMATED] model memory requirements,

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:46.047187Z digest=sha256:184109149464ec514135f88df0982735f1f42897878ddf1db81bc309c37cb216

Observation d435c2e4-2af6-4217-b2a2-35f508efb98d · outbound

This paper cites cvc5/cvc5,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space cvc5/cvc5,

Reference 12

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:46.138699Z digest=sha256:a6084fe8b34c11030c72089de06dd408e8fc7e28c95d2985015beb641f304ac1

Observation ccc37119-d25c-4cd3-823d-bdf5eb1b5015 · outbound

This paper cites GNOME / librsvg · GitLab,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space GNOME / librsvg · GitLab,

Reference 13

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:46.248167Z digest=sha256:2f1472d5f6629b1648637e4633127e28bc1c1f1b9e82fe76380eee1a96c864ee

Observation 3186494c-f228-48c3-b034-fc9b58d4f8d6 · outbound

This paper cites GNOME/libxml2,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space GNOME/libxml2,

Reference 14

Resolution
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raw_fallback, observed 2026-08-07T04:40:04.276742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:46.348293Z digest=sha256:a23240b3e6a522c35399406d030214263ada8163c6e622d6c515f52d213a04df

Observation 99688e27-9cde-4dc9-a21b-642b4ad5d242 · outbound

This paper cites google/fuzzing,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space google/fuzzing,

Reference 15

Resolution
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raw_fallback, observed 2026-08-07T04:40:03.987981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:46.467443Z digest=sha256:9482f3740de3d28a921b41a217310fbb6db364487735a3545bc86c735fad8e34

Observation 2b781279-506e-42d7-a197-80ef9591db9e · outbound

This paper cites python/cpython,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space python/cpython,

Reference 16

Resolution
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raw_fallback, observed 2026-08-07T04:40:03.720733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:46.558217Z digest=sha256:77653aa050448e6ba09dbe369fe1a97d580fca15935f65abaa1908dbc1fe8de9

Observation e64b3b2c-1926-4f39-ba6d-76e2d27da0fd · outbound

This paper cites Set cover problem,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Set cover problem,

Reference 17

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:46.658983Z digest=sha256:174532b8ca7164f5714e81cbf9848d702cd9a2e55a1493b0c5659d2b65ae0b7e

Observation 88e7139a-f4d4-4fb3-9a4d-23f58392eac5 · outbound

This paper cites Cover pages: XML and semantic trans- parency,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Cover pages: XML and semantic trans- parency,

Reference 18

Resolution
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no resolver link, observed 2026-08-07T04:39:46.768396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:39:46.768396Z digest=sha256:b3821e401da00abedbecbf234973302ea014e58c70e8ad0a437bffc1c8656eba

Observation 6ac864da-1320-44fe-8d2c-fbf5d3ecf0bf · outbound

This paper cites google/re2,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space google/re2,

Reference 19

Resolution
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raw_fallback, observed 2026-08-07T04:40:03.103703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:46.875086Z digest=sha256:3e0d53f22cd3732787651514af94d8aea39ea2d09a2d539ef4342951f5aab8c4

Observation c4a8af8b-370d-4445-ac73-3b087f649fef · outbound

This paper cites sqlparser - crates.io: Rust Package Registry,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space sqlparser - crates.io: Rust Package Registry,

Reference 20

Resolution
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raw_fallback, observed 2026-08-07T04:40:02.856278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:46.993475Z digest=sha256:2a3f83c984527ffcfd000fdd9dfb6ee2418eccc601e1f138d36c56b39efbace2

Observation bf7779a2-991f-43a0-ba09-535803c55c17 · outbound

This paper cites A review on grammar-based fuzzing techniques,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space A review on grammar-based fuzzing techniques,

Reference 21

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:47.095975Z digest=sha256:14637ecf071759220c8b6056a253c7fa25bf0e986d7c34d30dee5db8aefff709

Observation 278e304f-c579-46f5-9054-c6217bbb77f7 · outbound

This paper cites Software engineering for machine learning: a case study,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Software engineering for machine learning: a case study,

Reference 22

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:47.195472Z digest=sha256:2d8eb18d0ccecc2cc83a7aba2fd5e6a67f6b0a40ca59acb39a685bb86d3d3f75

Observation 4e8a9f7d-7871-4d39-9837-bca181458006 · outbound

This paper cites DY Fuzzing: Formal Dolev-Yao models meet cryptographic protocol fuzz testing,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space DY Fuzzing: Formal Dolev-Yao models meet cryptographic protocol fuzz testing,

Reference 23

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:47.242050Z digest=sha256:241e8a411b9e88af67b860a3e4f26000898fc25718911e12c50f5c8eeafead89

Observation 01fe97ab-39b3-46db-bef0-0380d0be4f3c · outbound

This paper cites Synthesizing program input grammars,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Synthesizing program input grammars,

Reference 24

Resolution
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no resolver link, observed 2026-08-07T04:39:47.325729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:39:47.325729Z digest=sha256:2d839d3efef6629dc9ad970484389e1660e71bf5bf681533cd9c0d28c59f83e5

Observation 20e91af2-2ee5-42ed-9868-068ba1172e39 · outbound

This paper cites Efficient Training of Language Models to Fill in the Middle.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Efficient Training of Language Models to Fill in the Middle

Reference 25

Resolution
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no resolver link, observed 2026-08-07T04:39:47.400731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:39:47.400731Z digest=sha256:ab51409e4b6ec928b505b534f03bd2952b8f1a991ec54ff7aed86db028657b2a

Observation 077b1f1d-f596-4993-adb2-7400acf7038d · outbound

This paper cites ‘Synthesizing input grammars’: a replication study,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space ‘Synthesizing input grammars’: a replication study,

Reference 26

Resolution
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no resolver link, observed 2026-08-07T04:39:47.469940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:39:47.469940Z digest=sha256:c8212e4a4ebdd79459cb57cac52244a9caa3f7197c437b8090284f8df6ab83ba

Observation dde8f15d-8ede-4ec8-b66f-63884b0d9d3d · outbound

This paper cites No grammar, no problem: Towards fuzzing the linux kernel without system-call descriptions,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space No grammar, no problem: Towards fuzzing the linux kernel without system-call descriptions,

Reference 27

Resolution
verified exact
raw_fallback, observed 2026-08-07T04:39:56.953231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:47.519874Z digest=sha256:3064231dfeb6b9e0d6f95eb7e8e3e7147ba333263cec018ff6d25361d866f3a5

Observation 3d7828a6-1843-486c-b3f3-ed14a0d79431 · outbound

This paper cites A systematic review of fuzzing techniques,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space A systematic review of fuzzing techniques,

Reference 28

Resolution
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raw_fallback, observed 2026-08-07T04:40:02.322240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:47.621059Z digest=sha256:ab66c6430f39ed2ce410a9a13713e3f027bf6f37f4765cc48f45a88a3c42fbbc

Observation 2f3448ff-2f21-4fe1-98b5-330d25c50b72 · outbound

This paper cites SyzGen++: Dependency inference for augmenting kernel driver fuzzing,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space SyzGen++: Dependency inference for augmenting kernel driver fuzzing,

Reference 29

Resolution
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raw_fallback, observed 2026-08-07T04:40:01.991348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:47.718916Z digest=sha256:a61d81b54058ddde575b983ae3a09edf2164d0535081c2ebd9c5452e6a89b053

Observation a2f730ad-e97c-4eb2-998a-252ff3541997 · outbound

This paper cites One engine to fuzz ’em all: Generic language processor testing with semantic validation,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space One engine to fuzz ’em all: Generic language processor testing with semantic validation,

Reference 30

Resolution
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raw_fallback, observed 2026-08-07T04:39:56.674855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:47.797238Z digest=sha256:549b2d086a19dbedecc0554fa4278d8a700c820d4e31c1b8c6f06258e355c799

Observation d615f2e4-4b6f-4fb3-a273-1fac08728d51 · outbound

This paper cites Large language models are zero-shot fuzzers: Fuzzing deep-learning libraries via large language models,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Large language models are zero-shot fuzzers: Fuzzing deep-learning libraries via large language models,

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T04:39:47.899135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:39:47.899135Z digest=sha256:5acc9952222cb1b23e82bae32c380835d2f077265164a0197fd94ec35d308265

Observation ab1112a6-a7bb-4e88-bc50-7aabc16bc192 · outbound

This paper cites An experimental comparison of edge, edge-pair, and prime path criteria,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space An experimental comparison of edge, edge-pair, and prime path criteria,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:40:01.736067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:48.006519Z digest=sha256:4581178a030bd4c58d5b734c563dd84a5f53a3fb725718b79f29a5b50a596678

Observation 5d334edc-c2c1-4ff9-805f-8b44211dd36f · outbound

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

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space AFL++: combining incremental steps of fuzzing research,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:40:01.475935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:48.231909Z digest=sha256:572f8aacf38bd4249402ffc877dac2d8355b11ff0a3f46234cc2d4d2246d2456

Observation 07c9033e-68ae-4371-91c8-3f81f4298e86 · outbound

This paper cites SVG and X3D in the context of the XML family and the semantic web,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space SVG and X3D in the context of the XML family and the semantic web,

Reference 35

Resolution
verified exact
doi, observed 2026-08-07T04:39:53.818860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:48.327478Z digest=sha256:74819dc62fa83b0c1251ba901b12e0d5d00c27068bd256b3b49e0a986a4c8260

Observation 7808be21-a3a0-4c9d-a86b-d9ddb6f2542b · outbound

This paper cites Grammar- based whitebox fuzzing,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Grammar- based whitebox fuzzing,

Reference 36

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source=pdf_text observed=2026-08-07T04:39:48.419117Z digest=sha256:4d1218dc501f96aedd98869e3da919f49cc9bb5bcb06a4912735c8e649a0ed7c

Observation caaad96b-2a7a-4d1f-997b-16d45817fb8f · outbound

This paper cites Learn&Fuzz: Machine learning for input fuzzing,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Learn&Fuzz: Machine learning for input fuzzing,

Reference 37

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:48.531963Z digest=sha256:a9efa484e398c53c859eecd54201e0138f07c9f19a2a826f7a2df6bbb419f33d

Observation 856d4091-bd12-46fd-991a-4e56897c6a8a · outbound

This paper cites Mining input grammars from dynamic control flow,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Mining input grammars from dynamic control flow,

Reference 38

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source=pdf_text observed=2026-08-07T04:39:48.698376Z digest=sha256:8f9439e68390ce517788788f9b3cbb59b5f98608ec0521d26c3156fc240c7389

Observation fe82778a-6b8d-4e09-8d7f-27e70e7830ba · outbound

This paper cites Grammarinator: a grammar-based open source fuzzer,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Grammarinator: a grammar-based open source fuzzer,

Reference 39

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no resolver link, observed 2026-08-07T04:39:48.797811Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T04:39:48.797811Z digest=sha256:8ac0647de5fb05b8ac1d26f8a3cb39a26e9bff55fec188824b39edb29b19b60f

Observation b5eb7935-f47c-4b0b-898b-7f69faa644b8 · outbound

This paper cites Large Language Models for Software Engineering: A Systematic Literature Review.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Large Language Models for Software Engineering: A Systematic Literature Review

Reference 40

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source=pdf_text observed=2026-08-07T04:39:48.969431Z digest=sha256:399e517733ccbeaf25e178d5dfce58130c343cfc87466e68ad6d6e2769367f28

Observation b580fbc6-8844-44a9-a84f-9586d57b48fe · outbound

This paper cites Mining input grammars from dynamic taints,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Mining input grammars from dynamic taints,

Reference 41

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source=pdf_text observed=2026-08-07T04:39:49.086758Z digest=sha256:666f7e6b7230271f1f2a940bc7fbc1ff6bcb4196e98fc1382c929e19ae8c4899

Observation c65a4c40-ad91-4355-b20f-4d08c1e53e98 · outbound

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

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space UTopia: Automatic generation of fuzz driver using unit tests,

Reference 42

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raw_fallback, observed 2026-08-07T04:39:55.624491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:49.212461Z digest=sha256:6cd20f781353e1a68f3b645d45ccc294f35adc73839e1d98769298112156990d

Observation f168d3f0-27ed-4def-a3fa-61ee63c310c4 · outbound

This paper cites Genetic programming as a means for programming computers by natural selection,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Genetic programming as a means for programming computers by natural selection,

Reference 43

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source=pdf_text observed=2026-08-07T04:39:49.295615Z digest=sha256:3c5dcaf0d0006ce5753ba618ab37b73ebe544ca9a3f4cf2a698232877340b839

Observation 70d3eeda-11f2-4b48-8368-dc210e4cdc7c · outbound

This paper cites Learning highly recursive input grammars,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Learning highly recursive input grammars,

Reference 44

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no resolver link, observed 2026-08-07T04:39:49.450149Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T04:39:49.450149Z digest=sha256:e60d5f698b987a9dbcb3aa9cdcd97aaecd0fecac139dd6d07dfa4249bb710bf5

Observation 1f0e9207-d383-446b-8f4d-fc8f854a39db · outbound

This paper cites Artificial selection methods from evolutionary computing show promise for directed evolution of microbes,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Artificial selection methods from evolutionary computing show promise for directed evolution of microbes,

Reference 45

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doi, observed 2026-08-07T04:39:53.644329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:49.614279Z digest=sha256:4d4ade131de2ddf007fe124aaf835b920ccb4b5918031bddf82f9c1927017db0

Observation fd204266-4b03-4a8a-a229-c87703979f6c · outbound

This paper cites an unresolved cited work.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Unresolved cited work

Reference 46

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:49.739763Z digest=sha256:17934c6e43523dac0b0bfe8ba027dc7aabc6a1711011f5c0c0125565cf866464

Observation a72e4654-acca-44ea-b19b-5dcf54fc34e2 · outbound

This paper cites Evolution through Large Models.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Evolution through Large Models

Reference 47

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T04:39:49.830285Z digest=sha256:6567ca248633ac53c0695f286859658c45ec0b046abfd0c2ba8a391ff4af2a40

Observation 72a19e0e-a2ff-406a-a32e-040cc7ede302 · outbound

This paper cites OSS-fuzz-gen: Automated fuzz target generation,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space OSS-fuzz-gen: Automated fuzz target generation,

Reference 48

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raw_fallback, observed 2026-08-07T04:40:00.915153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:49.876650Z digest=sha256:8e4e0f658f98af8ce9a58e45957e8793f8b8e51b5f1472eba4d954dc2bab0293

Observation 66200221-15c8-49de-a7f3-1a813882d05d · outbound

This paper cites NNSmith: Generating diverse and valid test cases for deep learning compilers,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space NNSmith: Generating diverse and valid test cases for deep learning compilers,

Reference 49

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T04:39:49.926678Z digest=sha256:7bf7e42a13f2a7c5afea9451b5b44bc749249617bb31b29b6b97a084be234ebc

Observation 9e4202e4-99da-4d68-a6ef-dd6adae2c128 · outbound

This paper cites Is your code generated by ChatGPT really correct? Rigorous evaluation of large language models for code generation,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Is your code generated by ChatGPT really correct? Rigorous evaluation of large language models for code generation,

Reference 50

Resolution
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raw_fallback, observed 2026-08-07T04:39:55.185784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:50.009281Z digest=sha256:3f20fe6bd91e494858870e7151a426af2d302c302f707cda22df8aac9f394b49

Observation 4ae8cfd5-7a4b-4af7-ad3a-defe2ddb18f9 · outbound

This paper cites Data contamination: From memorization to exploitation,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Data contamination: From memorization to exploitation,

Reference 52

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raw_fallback, observed 2026-08-07T04:40:00.631042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:50.141351Z digest=sha256:9398677b78e846f909f769a9e3d3cb87ccbcf972c8ae339622f2999ceb0d3549

Observation dcd702ed-a491-4b2c-a170-09128fa2660a · outbound

This paper cites Demystify the fuzzing methods: a comprehensive survey,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Demystify the fuzzing methods: a comprehensive survey,

Reference 53

Resolution
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no resolver link, observed 2026-08-07T04:39:50.223253Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T04:39:50.223253Z digest=sha256:7941a3f0ded2937814a96e4f4f198e31fb703ded82b75974e035c64a409b0d2d

Observation 13eb5694-d0cd-4526-adbe-d2f8b6a5bb53 · outbound

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

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space The art, science, and engineering of fuzzing: a survey,

Reference 54

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verified fuzzy
raw_fallback, observed 2026-08-07T04:40:00.338143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:50.269318Z digest=sha256:d57025f4c72dcd8ee885963a746af22830f5844c75f92a91390c2ed07e593b12

Observation b6a48cd2-d4b3-48c6-86c1-e0dcae1c9e4e · outbound

This paper cites FuzzBench: an open fuzzer benchmarking platform and service,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space FuzzBench: an open fuzzer benchmarking platform and service,

Reference 55

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T04:39:54.873421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:50.359822Z digest=sha256:51e1e372da8650c9c5b80e7e1ae43421da55b5ff6b2e3fccd710d322d204cdbc

Observation b8854c77-ae70-4615-b84e-a4d1fbcbd9de · outbound

This paper cites Large Language Models in Cybersecurity: State-of-the-Art.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Large Language Models in Cybersecurity: State-of-the-Art

Reference 56

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no resolver link, observed 2026-08-07T04:39:50.441666Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T04:39:50.441666Z digest=sha256:0685dacce2c5d90fd4b83c51cf6ec8dfa833e5154f6858fac39a386a3288451e

Observation e9ad5b0e-ec3b-4c32-b14a-483667332412 · outbound

This paper cites The mutators reloaded: Fuzzing compilers with large language model generated mutation operators,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space The mutators reloaded: Fuzzing compilers with large language model generated mutation operators,

Reference 57

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raw_fallback, observed 2026-08-07T04:40:00.044185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:50.514932Z digest=sha256:9a615c89fe24edd57b90b021c46019f4a7f583cb3d7c0a1018ab3d0f350dc9f9

Observation 33ab74c1-faa7-47f2-af43-be880e3d4ca0 · outbound

This paper cites Semantic fuzzing with Zest,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Semantic fuzzing with Zest,

Reference 58

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source=pdf_text observed=2026-08-07T04:39:50.587962Z digest=sha256:01b23130237c983b5bd8cb719ceb7e713d24311200c6de18c5c62cf0ce7ec628

Observation f1442488-ef19-410a-960f-101e3df1575b · outbound

This paper cites Model compression via distillation and quantization.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Model compression via distillation and quantization

Reference 59

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source=pdf_text observed=2026-08-07T04:39:50.674151Z digest=sha256:3d896b684096805e27efac213962ac158cc8f402e9ae28c04b40bb5020ed78ef

Observation 5534ace5-bf7a-4dfa-884e-168a5320198b · outbound

This paper cites Grammar-based fuzzing,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Grammar-based fuzzing,

Reference 60

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raw_fallback, observed 2026-08-07T04:39:59.749946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:50.761594Z digest=sha256:173c12706a797a1be719409cddcbb0cd6a7776cad46d4879c08b5f9410030abb

Observation 380dd0ab-73e5-4c39-93c9-8a5384deccb6 · outbound

This paper cites Available: https://ieeexplore.ieee.org/abstract/ document/8636353.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Available: https://ieeexplore.ieee.org/abstract/ document/8636353

Reference 61

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:50.833627Z digest=sha256:7343d54d42e034861bba5a77641e7b818395b85c50fa225da24367da165b59f3

Observation c90ad515-ca58-41fd-b9d6-00e0fbee3329 · outbound

This paper cites SoK: Prudent evaluation practices for fuzzing,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space SoK: Prudent evaluation practices for fuzzing,

Reference 62

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raw_fallback, observed 2026-08-07T04:39:54.259066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:50.896244Z digest=sha256:f4f4143e5f62915a867ecb9bd379efd5e812118ca2d2b79a3a7bac87bafe311f

Observation 44d82934-7f92-4e5c-8212-cb36e138a271 · outbound

This paper cites Input invariants,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Input invariants,

Reference 63

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T04:39:50.958610Z digest=sha256:49d6445afde45eb6f68476eca23cf3aecfe25470c10c6785fb215686435c0100

Observation 0de65647-d956-43f1-8146-eecdfb2edea9 · outbound

This paper cites Language-based software testing,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Language-based software testing,

Reference 64

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source=pdf_text observed=2026-08-07T04:39:51.103824Z digest=sha256:d4815cb247b6a2754ffc399d73a2fe3601bb6c8daa93a21b5a34baa605fbd9fe

Observation e6199444-a3d4-4031-a79b-1b088c80e09e · outbound

This paper cites sqlite/sqlite,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space sqlite/sqlite,

Reference 65

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raw_fallback, observed 2026-08-07T04:39:59.555985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:51.288844Z digest=sha256:2bf59461efdc2c36fa0405e0158c98e1fdce246289372c5d8c6845b48c71e79b

Observation 95f43933-17a4-4878-8ae4-850c27eb00b6 · outbound

This paper cites Expectation vs. experience: evaluating the usability of code generation tools powered by large language models,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Expectation vs. experience: evaluating the usability of code generation tools powered by large language models,

Reference 66

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T04:39:51.345142Z digest=sha256:90f32dcd1b14eb4def125cf0c9c51dd930d129ad703c58eba53e782ec19847c7

Observation 3ba1fe71-c2ad-4cdc-8378-04a9075ef7e0 · outbound

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

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Can Large Language Models Write Good Property-Based Tests?

Reference 67

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source=pdf_text observed=2026-08-07T04:39:51.464398Z digest=sha256:3732d980b8e7e17570564d2912084f2725d5c732103c36d832a9d10760e0834a

Observation 36a32870-61d4-43eb-88ba-feb1a25c81bb · outbound

This paper cites A systematic review of fuzzing based on machine learning techniques,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space A systematic review of fuzzing based on machine learning techniques,

Reference 68

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verified exact
doi, observed 2026-08-07T04:39:53.440826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:51.582125Z digest=sha256:22b510d33ce6d78306c9703c5f9733fe318937319b5eaa506ff2fcef18956371

Observation 109d7ff6-5d6e-49bc-9583-73f3f0310f60 · outbound

This paper cites Not all coverage measurements are equal: Fuzzing by coverage accounting for input prioritization.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Not all coverage measurements are equal: Fuzzing by coverage accounting for input prioritization

Reference 69

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raw_fallback, observed 2026-08-07T04:39:59.343198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:51.718788Z digest=sha256:c216f8a38dd74c7e205161786e21c2b5dfce3cd3d4011d41502293d5c2a31fa9

Observation 2a257b71-5a84-4d2f-972d-460fa7dbf900 · outbound

This paper cites Jenetics: Java genetic algorithm library.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Jenetics: Java genetic algorithm library

Reference 70

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raw_fallback, observed 2026-08-07T04:39:59.056717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:51.855758Z digest=sha256:e95330c6b29f15cc136046f21ade9b32e753f8ba24908005da38f0686311cd55

Observation 9035d2f8-3dc6-43fa-bf79-9793f540bfab · outbound

This paper cites Evolutionary Computation in the Era of Large Language Model: Survey and Roadmap.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Evolutionary Computation in the Era of Large Language Model: Survey and Roadmap

Reference 71

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unresolved
no resolver link, observed 2026-08-07T04:39:51.964506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:39:51.964506Z digest=sha256:f36694fb8433a3f5cecb36cab1d2a91ec6f37f5db74600ef1bd1d3f667a346a7

Observation 499b5890-e62d-49e7-ab01-ac02285b9c4d · outbound

This paper cites Fuzz4All: Universal fuzzing with large language models,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Fuzz4All: Universal fuzzing with large language models,

Reference 72

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no resolver link, observed 2026-08-07T04:39:52.116718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:39:52.116718Z digest=sha256:f0c46abd2d48a3b7fd428c143c15e965fc49b26d041a180e56590e4a2b2b38d4

Observation a7d236be-992a-4064-954e-d57f87b95c05 · outbound

This paper cites Large language models for cyber security: a systematic literature review,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Large language models for cyber security: a systematic literature review,

Reference 73

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unresolved
no resolver link, observed 2026-08-07T04:39:52.285688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:39:52.285688Z digest=sha256:9adb085d40669fd6c15080bfde8947137b9fbfa801288093f68b4feb10bede43

Observation effc4ef0-9c3e-48ba-ba40-c179d1ca55f3 · outbound

This paper cites Finding and un- derstanding bugs in C compilers,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Finding and un- derstanding bugs in C compilers,

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:39:58.806030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation ae8d0d76-6097-487e-a625-9107fea85bf9 · outbound

This paper cites Zeller, R.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Zeller, R

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:39:58.631346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:52.549784Z digest=sha256:f0cfa7f8fe0945e3f5dccab48e5c7dad2c214c71afe04e14bf373a53001f5b56

Observation 60133ed0-2342-4e57-aeb2-511a1ea8f2a6 · outbound

This paper cites How effective are they? Exploring large language model based fuzz driver generation,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space How effective are they? Exploring large language model based fuzz driver generation,

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:39:58.397524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:52.677836Z digest=sha256:05729cf05552b265908d194fb786ae90ed6e7858a762eaa76022b97063d20764

Observation b92e478e-fcb1-4507-a4ec-90e7d4cd5a31 · outbound

This paper cites FixReverter: a realistic bug injection methodology for benchmarking fuzz testing,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space FixReverter: a realistic bug injection methodology for benchmarking fuzz testing,

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:39:57.841661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:52.883476Z digest=sha256:9b69a8fe5d3ad06aa38c99166b8516a5c382c9bcb8215c52c020d0a863e5edbc

Observation 5d377695-2d22-4d1c-90c1-ef62462b9cd3 · outbound

This paper cites IntelliGen: automatic driver synthesis for fuzz testing,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space IntelliGen: automatic driver synthesis for fuzz testing,

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:39:58.134928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:52.792875Z digest=sha256:91c29681af13584cb007fb499f52cc8465ceddd1df856a27641e4ec842eb5241

Observation 85517f17-6869-4855-ba34-be8e47af240d · outbound

This paper cites Fuzzing: a survey for roadmap,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space Fuzzing: a survey for roadmap,

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-07T04:39:53.089089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:39:53.089089Z digest=sha256:349f57b72c1d5cfc7c68463c237349073d930538a583effded5780268babc241

Observation 63aa5880-ed3c-4239-9f1f-57d00fad2afa · outbound

This paper cites A systematic review of fuzzing,.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space A systematic review of fuzzing,

Reference 80

Resolution
verified exact
doi, observed 2026-08-07T04:39:53.247802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T04:39:52.970461Z digest=sha256:ae4f5ac2da9ce1171a0f8ead66b7eff7a77e14b7a0b1e464f9684f58637a8d2d

Observation b614bfbc-1e41-4caa-919a-69cc9ff68c45 · outbound

This paper cites 2024, pp.

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space 2024, pp

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-07T04:39:52.742018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:39:52.742018Z digest=sha256:6268d7b596b363b33b731fb0fc9787d025e52d2a532c85ef074d7e6cfe00369e

Pith citing papers

Observation 2c71f2ea-27d7-48e5-ad22-4ee429e20808 · inbound

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

Locus: Agentic Predicate Synthesis for Directed Fuzzing ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-05T14:29:39.126319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:29:39.126319Z digest=sha256:045c0aba5557ee7ec27e5d6794dacab6e34e6312c1c6e818fdcd6f363e5bede5

Observation 97a81bfd-5b9f-4465-afe6-65cece26d273 · inbound

Knowdit: Agentic Smart Contract Vulnerability Detection with Auditing Knowledge Summarization cites this paper.

Knowdit: Agentic Smart Contract Vulnerability Detection with Auditing Knowledge Summarization ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space

Reference 11

Resolution
unresolved
no resolver link, observed 2026-07-13T17:39:42.764726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T17:39:42.764726Z digest=sha256:b2e890ecd4e9ba066a214e5b200306f2d349deaec5a74e872072edc7129ed693

Observation fffcab5a-af6e-4ca4-9e62-4da4fce89204 · inbound

Cybersecurity is the True Frontier for Generative AI Success or Failure cites this paper.

Cybersecurity is the True Frontier for Generative AI Success or Failure ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space

Reference 51

Resolution
verified exact
arxiv_id, observed 2026-06-30T09:54:35.412057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T09:46:06.726675Z digest=sha256:bc4f9e9894970b3d7060db99345629c5913d9836b2732f25d95e82adc5c3b23e