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Paper Citation Record · LEDGER

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

As of 12 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 2026-08-12T06:34:41.77262+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

Resolution
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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:45.044232Z digest=sha256:78a64b541f21031147722de0de82f4166f70231ae85e688311174e8495d34b97

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:45.176593Z digest=sha256:d32a330eb4e9882075a4594a2052f234cbc29b3bf3e258f6aa8c3ee3772fe0ec

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
verified fuzzy
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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:45.254379Z digest=sha256:d00c484076234ec134529c0d5a1ec0d61a8947d40c3c0d5bdcda5d9cd23c7e20

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:45.319889Z digest=sha256:5a24b7df5b8c4e011d5a821b5b981a4c0c0e51e48b54e65764531e3992e5145c

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:45.411400Z digest=sha256:6be8286c69c16a6a0b448c280916bbb119c16eaa35cc3af7a9f07d231dacf80a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:45.504728Z digest=sha256:ded79b0e9423652be1ba72a29888f7b312bff4f4ef05af3da5750a07853f0804

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:45.645614Z digest=sha256:75624949dc43fc6bd7727a3e7c94508c53132c1f35df0d3d6a1d2dede8766b40

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

Resolution
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raw_fallback, observed 2026-08-07T04:40:05.536064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:45.732268Z digest=sha256:60100fd57a7e5a859e98829ddb029de457a0b583fa2c3fd134a9e5e7061a53e0

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:45.849041Z digest=sha256:bd2bc5846c68459ef45f0374c24eb4eb8a8b722bbde1f080af7c336bfeb6f908

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 2026-08-12T06:34:41.77262+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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:46.047187Z digest=sha256:eb1a91b1f1946f08552edb9a759a3e7a872ba281ae1c56250d1112bc1dbfb422

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:46.138699Z digest=sha256:76c24ab34447723f17a6fd172c445490927ec32c2a8cf388836e72cac65e8a11

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:46.248167Z digest=sha256:eaaa7e887344e6ee679f831f44187018fe63165825058eb3db06a973c30781cc

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:46.348293Z digest=sha256:eec8fc74e6533934577cbf0947035fb756b742a9bfb2d4ac2bb050094be2a6be

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:46.467443Z digest=sha256:5124f006ae4a1567f261a2d21dee9a2a5f3ec261598ac262531e499697c7a884

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:46.558217Z digest=sha256:e6026940ed31cf2a816d1b3854206b6d28ea11da7b324389e308365de21ae9de

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:46.658983Z digest=sha256:063c78478845314498b725159e8b488da18e36b72207f40ed67242119da6e908

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:d3a4c129b54d42a1d4eb887ba286fc0984a52dc642eb5bd01b117606fe9c580a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:46.875086Z digest=sha256:210e6f521aaa7ed7bb78cbced9ef67742a8b8e268fff1a5c04be0e83cfe9d3d6

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:46.993475Z digest=sha256:f7e826f0039e8da8b4f633a14fc4dd89155a196470abc172f2e837b1e8005b04

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:47.095975Z digest=sha256:a87f69b6d7c503088a881f6ab1054cc3e2f968be5ab06f765b29c6d30b8d8af4

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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raw_fallback, observed 2026-08-07T04:39:57.634733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:47.195472Z digest=sha256:3848485f9d6b03a46fad9eacbce4bec59dce06b6288ea8a7edaac33ee0e1ac17

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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raw_fallback, observed 2026-08-07T04:39:57.349738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:47.242050Z digest=sha256:f73b39f53d96fc1e223c0f27c008c2b8f5664ac028e8a5bb94800155e93c103b

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=sha256:2a64006d24eb8f528bce9c7b0028eae75b16ebc75fabc972967d488fce8df7fd

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:f096bb4d153d79a4f80c8b889d761ad421e8253e7808b5aa698c95f730883bea

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=sha256:57c4ae021de2b41e43a2878e0684959b15897a3a4763ee88a0887add9b9b1549

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:47.519874Z digest=sha256:18ee309d131e1b8997401ed282f6e3251478f2a2da0f4e86d3468bc6999b9992

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:47.621059Z digest=sha256:e61d38da11b2c68feaeb5aafe13af6ca6c74998d5890d28ced38eebc6cc8e531

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:47.718916Z digest=sha256:c5235f7920a74c32d6b40d69adb79afe1b180a76dfd9874404bff1e6245a22ad

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:47.797238Z digest=sha256:21391c6c4de2053a451c6cfce9e75c0fba46e06107f8b7d5d323fe2a7e1d8cfa

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=sha256:70f0032368ac33a649314709602c3c75cda780bbcfb492ed784e58fbd0f456af

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:48.006519Z digest=sha256:e056eec3ead5cb01a7c22cd055b354e0cf977e8ea6045e682ad2827b1ab3b02e

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:48.231909Z digest=sha256:cae4ed1ecb9347d0a9c52c60049710dab913f8e6c33a257af2a679ec12e65fac

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:48.327478Z digest=sha256:f3fc14c9d9ae0096bd192b703679457001dee9baf9ba276f4c5b0840e5433569

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=sha256:5963d1689785fced41e5e67dc21b7ebe85a9712b9d340cc5c5b747b33544000e

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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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:48.531963Z digest=sha256:fb43b4a6f49c6f2c17561dde3dd359ddb056ef612d99e152a306104d59819338

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=sha256:7e7bbab3b8f77058b4ef8d348a35dc05962f842296e966a7c78421b0bf233c96

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=sha256:34c5ef1e0084394ac915d873c0c1509400bcf339a79399f07ab734a7075307c8

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:fa14d111addd28d4c6ee32d1d1215d743dca5c549546c5ab307c8b7f72d85ec9

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=sha256:88cbd5dc86a9f93a13ceb5955a32e837a1d47ca0f1d5c153bf2be37e17d2463f

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:49.212461Z digest=sha256:5734adb5a288ec959af119340bbf95f2abe022a398a1b4af08658a9137828b34

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=sha256:9d8e167debb924334fcf91f6d4dab80f4df265702bea0dfac7c0e305c82379e4

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=sha256:98d96b053447aa351ed1d7f68d01f8f2772831794ea5f5fe4e4a43347b201afe

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:49.614279Z digest=sha256:dde9d945a71dca8bfadcfd2b30db33452e7a75375a3ed2791e16268db94f5a78

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:49.739763Z digest=sha256:e8390488bbb5a02c010efdf02399bba6abe89bee141819665e2c7f1966071116

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=sha256:3f152f17ffbdc3287de8ae12d3ffa9acac07b1aff28100499b1513c9ae8d6fc9

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:49.876650Z digest=sha256:4b7de0a8421ccfcd9f3803a70b2ff2871b38462ac91946dc22c20ed4bd119c75

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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no resolver link, observed 2026-08-07T04:39:49.926678Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T04:39:49.926678Z digest=sha256:7fd4766497eedd1a0fc99e2cc75d9779094ad55748e5421ab168120207adce42

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:50.009281Z digest=sha256:2b245766c4826e9cd73b4c676c03087ddd94fb74b92301ad31a41ee4c3a0c88c

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:50.141351Z digest=sha256:9ec2495b93cf3856017c08f91deff959a327a19d0950912057a77d48e588e784

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=sha256:0f96ccf7984a8909c9815ab5a90f219921c671d4e48616e338044976ec685631

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:50.269318Z digest=sha256:eb4de91024cb7fb3fbc846deae0a92ea1fe0807c4e083337faaba58a1dde4485

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:50.359822Z digest=sha256:0d36d8e715292d750f663c03c099f1f2f7188f8c1dc0d71763e0612444cf516f

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:c7a3d5916f0dee49939fb7c2adcd9796e17f71d928e8cddc83747e522cb08793

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:50.514932Z digest=sha256:6744f04af3b494f4ac75a7f57221f0102615c5f51a5c388553a5a106b7b363df

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=sha256:5dce7f544a5d8adbc23d112b0ee3257caa83b52f6a1666e11dd7f890cb1bf566

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=sha256:7e63023a171e0b17b7efc79fa08184c1152a2fd4f00029bc639fa5217b63b118

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:50.761594Z digest=sha256:d98b17cae118e3ef22cb6a46967838a01faa66e014b80bd3c9079d0c43f121dc

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:50.833627Z digest=sha256:731d9057c5c09a58ff11f579767ffdd938887b51ccc91c1552eeaf67c72b4a71

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:50.896244Z digest=sha256:cf65b925c7474a8e6a7d18a2b2d21cb56e3f4f33ecf1ccfd41b9d261fa8b0b08

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=sha256:84b61e6f49ba29b0e935fd8c06bcf44ac94f59b72f91054c4204cf234063e221

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=sha256:14b14dfb3e31f7ad33a580334e2103cfbb7f2c6f78ceb8c4755ba36d093f749c

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:51.288844Z digest=sha256:893505c8db68a73ae018fe0bec35b1617fce20a6d9540f556b0d01ccade6b6f6

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=pdf_text observed=2026-08-07T04:39:51.345142Z digest=sha256:223aad380a5ec9748de41381656ee9205d4fb0f6a222768b651e203ab4ac4889

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:f33924268509ab6b1838010b59db61db6e665246c593cab9521b704631f9fa99

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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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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:51.582125Z digest=sha256:b2466d474dc09b46cc565fb7780fd44942ea777c017cdb8577b5c0a9b0416e98

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:51.718788Z digest=sha256:c96484c47bde2c90c62a00d2dc12416d32bd9bdcd672cab5542bfe6565018c5f

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T04:39:51.855758Z digest=sha256:3477702df149cd9fb3a06ed5f28f0d92fe800f2f69804b2e62849eadbac64dc0

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:b1eb5c709394c381c732ec7b169c1e9b531b73943f660be7bf5a302f73829af2

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=sha256:66009d489818768bb41906a42ede1a2dbfe0cbcd1b4ea619662b8c9813fa6f01

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:39:52.285688Z digest=sha256:aab3702496c84ae8f7ecfbe05f939a828433bc60daccb72a941425559ab18142

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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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 2026-08-12T06:34:41.77262+00:00.

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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 2026-08-12T06:34:41.77262+00:00.

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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 2026-08-12T06:34:41.77262+00:00.

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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.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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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:c29a51d4c96034b945c45555ab88fc3b8a8000c50c7d87b856f55aac1ce9932f

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:daaa8eb7a89c3d49fd8b8ca21a6e40c1a39dae365bf0b2ca08aa149ad9ed2479

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=sha256:1b7c94ffef4fd0a044c4a414dbe17155d6451a0756dee56f74b507533b6a6d9d

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 2026-08-12T06:34:41.77262+00:00.

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