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Paper Citation Record · LEDGER

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

As of 7 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 2026-08-07T06:34:17.273281+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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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:45.044232Z digest=sha256:331dbe9d3dd4a189ad2e688712448a2e3951de5b472a233074bd171d0f9aa763

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

Resolution
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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:45.176593Z digest=sha256:08caa851a03cdf49cd6e9f1043bbf85813c8c64e6e6c33daa8e8877edfc8358c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:45.254379Z digest=sha256:65cbd04336b895cb696fb332f49f0d656150d161a2c3cde958128671cbd89f95

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:45.319889Z digest=sha256:67a9f6ad36cc0e2234f97e0a0cf8d0e82ad88871082213153c191d596ee52d95

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:45.411400Z digest=sha256:8ab4880d33987663b589a17e16634e8c3ddc8b0749838667801a074979a69831

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:45.504728Z digest=sha256:5aff7f79da0ad99c822bca5b10dfa5fc7936aa76fcb45dedddfcb39b696c10bc

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:45.645614Z digest=sha256:840d152f8b3ec72d05fc602340866e692a064a33ad4388136a7f1ce529e6036a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:45.732268Z digest=sha256:3361116fab25497547d3102f6d9088bf3962248b2ea294e5405b6d406bb8d420

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:45.849041Z digest=sha256:005315b326585fe1ed5e4e9aa6dae4965f2e9b1631562d468f16c42db18edde1

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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:46.047187Z digest=sha256:e1bf927726283db5551e47c5820542da4db140f8ade43ba38fe9299e451ba1ff

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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raw_fallback, observed 2026-08-07T04:40:04.802485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:46.138699Z digest=sha256:0115aafe2866f365af4eedd5fa26b9f7c12029bba735c3ea5de93b181f650e71

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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raw_fallback, observed 2026-08-07T04:40:04.522943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:46.248167Z digest=sha256:aaa1db636d2a10e7cf76231eb1926f878765974f3eb57ce1526681f9d7808062

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:46.348293Z digest=sha256:1213cc59f2f4080eae22244eb0533e19df60fd53047f93de76f8af57673660d7

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:46.467443Z digest=sha256:1776b62f8b56b7fe7168b8073445ba9bbb2fea0f094c9dabda24a37060526ddf

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:46.558217Z digest=sha256:314b029752ad3cc01de932d10c8fed00ee29bebefb374313b6d2793a9143e2cf

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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raw_fallback, observed 2026-08-07T04:40:03.406231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:46.658983Z digest=sha256:3cb58cee28dcffec10345b2f8ef2b4f4eac0b5439ff40f227b25eba5a8b96b86

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:c8fce540b8d81699958f119accc33a784bdf72ae143d2deae44f78e713b49fd0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:46.875086Z digest=sha256:66e3748452ee317a20ee5ba6519f6250be49097d699e0585ae03dbfb261983fa

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:46.993475Z digest=sha256:91b3a9d713bf50b8c485ef2aa33543206e15912ff8b579fda2e519cf9b6c29ad

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

Resolution
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raw_fallback, observed 2026-08-07T04:40:02.598380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:47.095975Z digest=sha256:416db786eb03119c1ef44d6e08a32aa969d8be0916137576b9c6be64b6e96853

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:47.195472Z digest=sha256:52f9e36ecd1c83843ccaca42d2906ec0e6fd1c0da1ef3de77a2a8f47df2793c5

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:47.242050Z digest=sha256:7abfa9c7714503b2df71bbebf3b9daad189df28d660ef07201da3bad39172869

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=sha256:3a283abedb9c16fd67ccae2794c7db38959dcb98bbc3587e71f32d831a9b9596

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=sha256:5f0b2a4432426c06408ef0c97d222e7a38ed48c66f260438006b6caae6d15cb2

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
unresolved
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:bb6977961bf8463e8573450507d640a583bfe7add0136c8677013c969d82cdbc

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:47.519874Z digest=sha256:e05bd291daf06b61a4bf4b8eb3fd28999a36731a2f7b32cbba7c2dbe668192a7

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:47.621059Z digest=sha256:3db4beeb6cc266d44e5b54e3bc83c65bcc29f90a830698ed292cdb5af7f42dad

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:47.718916Z digest=sha256:5da80f0503555a2fdc2cab1e2c496106e70bffe38cadde05f6c19a84b01a5e9d

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
verified exact
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:47.797238Z digest=sha256:62f574ccbd1da2f286964ee44a604e75a30c98b27c2e625d2f83597429b1549f

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=sha256:98e29d113941e14f2a3ebbf19c88b75458ed657d527bfe1e25c195383c3bb38f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:48.006519Z digest=sha256:04baf69c5f4d9098b621c3b94626750883e08b0100c5d8f8934bf31c8334b5fe

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:48.231909Z digest=sha256:945af1ba2b5d279170752b085b3596aac3f098ac3d97c4fe0608257120812d27

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:48.327478Z digest=sha256:893d0f2f6f03d63d809a83f63d0eccb064efef54cb9310a081fdc76a22463e1e

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:c140f3c5595fe550aa1ae04b3ed23ecd84aa1e61d9f8a3b65e2674657eb5f512

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:48.531963Z digest=sha256:845582f827655acb5a30df9c3f57e535a6ebc12e6b208a1080d1b32b780a600e

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=sha256:7f1b136b18ec3c5bedac235862f803348cac5edc71485c7e291bc0756229ed5b

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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source=pdf_text observed=2026-08-07T04:39:48.797811Z digest=sha256:ccfcf3e06c096d71f030ac399c7ab73fe05260fe2dec41bcb63ac02747016e05

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=sha256:748ea77125561212629eb2713f26127c2177badc63bbea15d9093e5b89090c70

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=sha256:56eda1dd3da0604d4c115c63b51400c44549fdb221873b59165268c8af4d6353

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:49.212461Z digest=sha256:f9df2311d8d4fe268f824a0618682e9409849cb1de9509b283cff48f92d84e2c

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=sha256:0d8acbc60cb944f333be1a37bf05a79c519c06c772bad4561a500fb2de08e0d6

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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source=pdf_text observed=2026-08-07T04:39:49.450149Z digest=sha256:9a4776ecc7f2c83e760e31722ba96fda937d942847203534e7174f5921e43bde

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

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:49.614279Z digest=sha256:22098bc55d1f0e3f98b22c2930c2628d1a7a06c81b8796a1c2156648b8a30862

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:49.739763Z digest=sha256:4d84ac3fb9370d944ef242a1706b5c4bcd48c2a34ec57d9ce6e8fc271fd784ec

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=pdf_text observed=2026-08-07T04:39:49.830285Z digest=sha256:2441f066d1aa1ee5fc057f8e2eb0e05591593e2616f2fd8893cbeec782327ada

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:49.876650Z digest=sha256:17db441364532c276f09d0d3a35d265a34be5e7486bf0cd4d3b8f27eb2973413

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=sha256:01093fcc07431b3273dfab09f4cbba7063d5b384c27e921cf8694c168375745d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:50.009281Z digest=sha256:5656a5cfedc6e10be2cdcbebf0bdb16bdcd222b198194d1efb6333d6bad0aabc

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:50.141351Z digest=sha256:c5a5e8eeb106567202a4b20462b22cbd5a0c2fe9660489781b133937ff8d3fb5

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

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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=sha256:112cb3f2c43eb1f7b9d450ab9807059ba829710a61e13aa3b2f3bde9ca24535f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:50.269318Z digest=sha256:66581d6b9d623f1412795aa1f1ad842e67bb76af16d0ae9a790709cb76073503

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:50.359822Z digest=sha256:85ff0dfa94d7e7fdafddd95d702509afedaf437433f422bc72b44745837bb2be

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=sha256:0dbd1ecfc0d7e1435aa0447088f286a898f85db31b97ad1a09c03ef320cbcb12

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:50.514932Z digest=sha256:3760053768a513cece56853fbd4b4f0c3011b237b7f0aab9b470d3b81a67c21b

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-reported events for the cited work

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source=pdf_text observed=2026-08-07T04:39:50.587962Z digest=sha256:3ea4bfa02d361e4ecd3e4cf80e6de6a629bad3e2b3b293292e01215c72f4db3b

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:b942a3cc7062c7574e126bd187ae7bbe6059641fda2b3a86f3907f8cf5406a64

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:50.761594Z digest=sha256:9ef37d84091f7bb496a7fe1913548961f5b5d92687c63e39783d0efffe536c1e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:50.833627Z digest=sha256:c2be15ca332f51f94597574b6fa810ea1b7822b2977c12fc1173d50121b577d1

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:50.896244Z digest=sha256:2ee80007c23c65d69325d478ffc9be21eb08b331029a203e965ea373aebea54f

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:d31dfe5f296aa60a9ebdb50c221324092a2de78496b20c34db660eb51af4e6b3

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=sha256:8adebfd50f414e9125481f7189e382c271d035929bfc0834fa984b8d8c6e68d6

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:51.288844Z digest=sha256:a1e5a54b2bde609e126ef3c39b127c31cef91b266f0ec31136c95b5ca943b2fb

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=sha256:4aa278302a2be1a0fe7d3084a75122945a94c171cbc80d28ec577eeb89009da3

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:ff14176466b6714c0bc5fec51b005d7d8969b74a71fde07b527555516153a1bf

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:51.582125Z digest=sha256:408afbd31438d77cb790fc0655a4361e35601457fe0b0122bd2669cf2b19b533

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:51.718788Z digest=sha256:9ea6c1c18b235479afdb0d54f356238daa438bda76eefe3dc45d70a739fcfd83

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:51.855758Z digest=sha256:6ef9a4c19032cd9509d5b3d036f17dc08ad9d18bc92d2b0e6ddb16846dd688a0

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=sha256:226e8e76c0cff05d11697180865c0e3729f890a7e36c5aac21b494f9fc66ba7f

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

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source=pdf_text observed=2026-08-07T04:39:52.116718Z digest=sha256:701ed1fa49b0e4e03dbc204f7d06fba4d2b9895bc2a431e48e9b412d3017a676

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:39:52.285688Z digest=sha256:9e4554d89740aecc92b87b20f4cf020013e4b8ac191d5f4798cdcadb08ac3951

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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:52.549784Z digest=sha256:f3ae21daff1ac77759632c40ff1ae946aee4ac2ecf0bd4e994fd8d5b6e331189

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:52.677836Z digest=sha256:8ace761623ad5f915a506f2679b60887a59961888777043202bc8f238a73ba57

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:52.883476Z digest=sha256:6ea3c41e45289c3f1e8f6b8442499ccb63510384a296b0c4b59de19bde517c6e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:52.792875Z digest=sha256:44781300841c483533d02d8f50ccc2b0b77d9b78dc8ad3c3f4294b3d885a11c7

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=sha256:15202930f10b9d84f4cd6d86789f7274235248621627d9a0d50cfa5c2ade601d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:39:52.970461Z digest=sha256:40097d6d3607a1f67195a1b2690b6bab91b830e7681cd2fb7c23e2094e01c3c6

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=sha256:11825ee03c7db8ca3b3bad575315ef1c7e61d08591aa6a9b0bd0e3295760ed61

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=sha256:39a6614a2e0ee123537de66b1feef229657b45148a1a399e00cd29667e5ebc4e

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=sha256:03d89ec52a2c6b0ce7bc65cc1b00d28764bf5a0f75e463f58cbaaae131d6cc03

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 2026-08-07T06:34:17.273281+00:00.

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