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Paper Citation Record · LEDGER

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing

As of 16 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 1 inbound Pith citation observation for arXiv:2509.14335.

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

pith.paper-citation-record.v1
2509.14335 v2

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:56:17.723379Z

measured 66 of 66 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-17T21:48:31.544942Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-17T21:50:19.666612Z

Reference resolution

65 of 65 outbound references displayed

  • verified exact3
  • verified fuzzy5
  • unresolved57
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a11fad77-383d-4785-8314-a4d026e9ceee · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:19.008997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.397422Z digest=sha256:65a23239bc080de061efc57f08fc271c931d5046363a4ee3eda8409767e39c0e

Observation bf4cfb1d-3c1f-4c47-a86b-5fc40f5691e2 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.403040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.403040Z digest=sha256:faeb5131559c4f678fd001ff56d0b437c4cabf8a2275063f18edf22073b86b22

Observation b694e33e-bdb0-42ed-babf-985e956cbb06 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.408624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.408624Z digest=sha256:fac0e7a6e0ddf9e58927d01c9561b086629faf188505a7a52150024e19a5f648

Observation dfa2d6f8-c605-4041-ba94-bf8b3ccc4a2c · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.973977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.413500Z digest=sha256:a2c8258873e18e7420338056aab40a963b6d77464987fda4c8f8746a794a105e

Observation 82913740-416e-4d75-ba07-d55f8935dd8f · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.959214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.418414Z digest=sha256:d81a5d9d7522734eae297a4ce94deaedc13ff1ba7215c021d7ecb4f7a798958b

Observation 53deebd7-296c-4178-8b05-3a3cb8f3e8e1 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.423026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.423026Z digest=sha256:5ee1af94806208f73b9922d8eeb4362a9f0987e73367f5fa72ed92b8c96929e5

Observation 112c9392-b6ca-49d3-a9d7-c49ade4da725 · outbound

This paper cites Reasoning Runtime Behavior of a Program with LLM: How Far Are We?.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Reasoning Runtime Behavior of a Program with LLM: How Far Are We?

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.432853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.432853Z digest=sha256:62dbb24bddd28dd94dd20842260fbfe5f4cc9eb2789e56925f358cb64949e497

Observation ddaca168-4d69-400a-a07a-92ec3435173f · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Evaluating Large Language Models Trained on Code

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.438438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.438438Z digest=sha256:2214d4177c26409d7f7f6c4f1fa0609ded7e103e3532c9fca47435ce4b11f72a

Observation 5df36d40-4d52-4db0-816d-beb8709b37c7 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.918680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.443689Z digest=sha256:8edd395d1d7f64ee3a437106e5a3864e2bb0124dfdc6327b3ed8758d2f04253e

Observation 6e0ac445-7076-4498-aea7-b1960897eed5 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.448479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.448479Z digest=sha256:8d15744eff6d8d6ea2c9a702b03f78b3f09b759373f09aabde4827e060e7de71

Observation 45bd085c-e73e-49f2-80ae-aeb9e8788aaa · outbound

This paper cites 2025.Gemini 2.5 Flash Preview: Model Card.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing 2025.Gemini 2.5 Flash Preview: Model Card

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.453251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.453251Z digest=sha256:de7b98513ea641e7b35fde510dd376017156e56cfd7b742a9a0d1c30b5d284fb

Observation 2ea10359-e27e-43ba-bfc1-5614490f6ac0 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.884280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.457850Z digest=sha256:d81d8093f9ad9ff15ca0733c55f66558008ca3dd9a1bf327f96708489fb1f626

Observation 5ede7dac-4ade-4bd2-ae6d-d07b8c9770d7 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.866822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.462589Z digest=sha256:a63b72777afb6e11286ec96893c499530496860cd36f330f8e9a2f18cd076b9b

Observation acb381a9-3396-4e89-9a60-36a5d5d2230a · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.850705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.467216Z digest=sha256:76fe2a95db096f1c147e1b6adfbf8654af50272b078576cf39d994488df2494c

Observation 00f3735e-4002-4f12-8d62-1211f6fe5124 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.835497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.471573Z digest=sha256:2cc4685e48f39069a7a0012a54f3003bed6959dee5a6e0f627b7ce57425f1281

Observation 89736c9a-24ba-42a1-a6ef-2ba6c734e3b0 · outbound

This paper cites A Survey on LLM-as-a-Judge.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing A Survey on LLM-as-a-Judge

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.475976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.475976Z digest=sha256:85efabbe572e0a0f8e36ef4859f54fc9ec07644e7e4fb6328a7cbf9bf7ef50d9

Observation 5f2e3aa7-3997-4a95-a2a5-73ddedb76476 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.818536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.480773Z digest=sha256:5feca93ec9a54c370d0686f24603f85d118035878529418dc7ffb9d2a8f3877c

Observation 1902f1c2-bfbb-4069-880e-9412a8e62380 · outbound

This paper cites SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing SOK: Exploring Hallucinations and Security Risks in AI-Assisted Software Development with Insights for LLM Deployment

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.485483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.485483Z digest=sha256:0eb38153eb977f418f28d983d79450180ce0081ceffb314f7d8857e1b7c32ef2

Observation 8aa408c4-a6ed-4b16-8fc0-5dcf1a24b4ee · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.803599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.490636Z digest=sha256:afea0dcf5f8f3f6946d2091d082b6f1b04897bcde7f5e372ceb00f8e953edb68

Observation 86bdf5f8-9f88-4be2-acad-688c25b0c66a · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.788442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.495269Z digest=sha256:effbc47ebcd27cbf0d656aaa47ed02235c97dfba2f0b566bf4acd7be338a2701

Observation 4af033b4-46a5-4405-b5c5-edec160b2f57 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.772933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.499940Z digest=sha256:2b681cc22ef239c8542081e1cfde5c4205241e86a2072d7ce50b3069e098b45d

Observation 7a425f17-4d4d-4ca9-bd6c-207af2a412cf · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.757936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.504678Z digest=sha256:64842f098be969dfa9444c901923e1b631e4389428cb8a60552d0c276ec02047

Observation b992014c-9712-4f1e-b000-8dda76be4cd2 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.509384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.509384Z digest=sha256:c8f58b09a64f43d41c04d9600469171dcf9471104d3247646609476142b0206c

Observation d6a7ece7-5bd0-4cc1-9eb5-f227f2b47eaf · outbound

This paper cites Qwen2.5-Coder Technical Report.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Qwen2.5-Coder Technical Report

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.514634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.514634Z digest=sha256:6e4ce4161818c25f72e9c12387e1aa3c610db5b8d20456e87da0c072b2e5f415

Observation 1ec016d3-0718-4564-80c7-bfbd9be3899f · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.732481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.521339Z digest=sha256:330644c4964a0e51a12f9c32105147f50735ef398c046925c5fec4acfd762685

Observation 6b4b094f-2df2-4725-9023-b3ae4897cbb1 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.528296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.528296Z digest=sha256:903070af185d7314c766733c1fc64d167ff8f43192c914dadb8b4b0d650f13ca

Observation e59788ae-fd10-4c0f-9858-50793263d4a6 · outbound

This paper cites LooGLE: Can Long-Context Language Models Understand Long Contexts?.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing LooGLE: Can Long-Context Language Models Understand Long Contexts?

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.533302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.533302Z digest=sha256:c78cdf09371bf7eb8b5686edfd3537c4a952498aa003bc4e23ca2f0c67c2f619

Observation ebac1850-b512-479b-9b31-e9f0f29266ac · outbound

This paper cites Enhancing Android Malware Detection: The Influence of ChatGPT on Decision-centric Task.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Enhancing Android Malware Detection: The Influence of ChatGPT on Decision-centric Task

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.538526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.538526Z digest=sha256:221e009037b6b785c4341c295431bd00667db4c77a689cc7dd7df1d1d26b596b

Observation 6612a2fd-38b2-4029-9c7e-d3fedda3dc17 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.544112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.544112Z digest=sha256:1e7812fd3d3a8f7a1f464c00fa42136efd7439abbe3038cba1ba774dc5c71eb3

Observation b4f764e7-9755-4fb8-b912-c1c819592b35 · outbound

This paper cites DeepSeek-V3 Technical Report.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing DeepSeek-V3 Technical Report

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.549109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.549109Z digest=sha256:4d791418f384df9604747eb98272e39d765a746f65c0286c84f4e77725907e62

Observation 6aac3aff-4ec8-48af-9577-6da27c446c90 · outbound

This paper cites CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.554229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.554229Z digest=sha256:24ae25a7ed1f7062796a7a44e139d4416a56ebc2bbc6f60ad78117b5abdcfd0d

Observation 66fd3652-d2cb-4238-9446-3afb72aa31f1 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.705980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.558904Z digest=sha256:035b20a0b89319d24c5772e3bc678e7fcbfe0da725171ec6bf8cc98e6dad494c

Observation aeceed6e-f698-4d23-8b58-83d25b71d3a0 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.690125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.563358Z digest=sha256:514902855b835b8501d11b4703a554d1a4932cc5d045ece86e81411b1849736b

Observation 2acb36da-02b1-47e0-9d23-816c1bde1c8c · outbound

This paper cites The Code Barrier: What LLMs Actually Understand?.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing The Code Barrier: What LLMs Actually Understand?

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.568021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.568021Z digest=sha256:3c0e0d1a829a469741329ce0faa98be062f72509ccb1bd19a8381217331a48cb

Observation 97c8fab9-d2e5-460e-9ccf-dd4d39b53145 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.674918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.572575Z digest=sha256:8ce6b9eeb48910f4ac2b5c0c4eb2c7b5025732f416128859c84b343c27ac2f3c

Observation 71b4465b-68eb-465b-b835-cab7809e7361 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.659756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.577137Z digest=sha256:b541ef5cb09e8447c8a0c892a471a3b1bd0ab9003b9446dda35d1b99037e5837

Observation ea5d80c5-5b03-4c4f-8b9e-93770f3780a9 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.582005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.582005Z digest=sha256:f54b4a9c2bcb48453ae2f88d677764f7acc657b73c94720ecd49c8d92567cd53

Observation d6704f50-3050-429d-a8e1-042e624be72e · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.631667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.586763Z digest=sha256:7401da024e849e83638c12c379f529276b75483f9422c84c2c865c2708bef3be

Observation 87a9432e-aead-4b3e-9611-cc5be3ac9e83 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.591359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.591359Z digest=sha256:acd6d2e7120d0c8cdec13aa4e4a3be3319ff8b208cb85d2f8ae00a8a2ccf0670

Observation 9ee1ff3b-09de-40cc-bd96-91ca091b050e · outbound

This paper cites Sense and Sensitivity: Examining the Influence of Semantic Recall on Long Context Code Understanding.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Sense and Sensitivity: Examining the Influence of Semantic Recall on Long Context Code Understanding

Reference 40

Resolution
verified exact
local_arxiv, observed 2026-08-15T15:56:18.058614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.595893Z digest=sha256:3e15fc8c955dea7201b4f933faca5349e7103640e552ff06303cde252806841b

Observation 575cd08a-2630-45bd-9c47-2399ad28682b · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.615887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.601318Z digest=sha256:d5a152ac1c0620d9988aa45be7cb4bdc1f92708bfea9b5234fbbff64eca384de

Observation 2aa49172-e147-4058-b964-678eac2a47c9 · outbound

This paper cites MalLoc: Toward Fine-grained Android Malicious Payload Localization via LLMs.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing MalLoc: Toward Fine-grained Android Malicious Payload Localization via LLMs

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-08-15T15:56:18.031593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.606307Z digest=sha256:36bbf6d2b115a96749b126bf2fa4564141adfc47a56fb731d0135d8a7a518c64

Observation ca0ec7ff-81c0-4880-9e8c-14f0ade0db3a · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.599686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.610868Z digest=sha256:61f848ade78256709706d78659e56cf3b4e31ed88586b2aab074166dfd39d749

Observation 07fe4143-8a90-4450-bb27-73a415bfda90 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.584212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.626246Z digest=sha256:e1f863a6c95ab20fb95ec7dbcb24350e6719dc6e9b9ead98efad2ce830ca9774

Observation 8b9c0627-b188-47e9-9102-ba77c344bff5 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.636516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.636516Z digest=sha256:e5edae32010b9b7bd4a679ec8cf7ecc38d54fd239e81723b9af390ca0e14b03c

Observation b011211e-26cb-47b9-91bb-1ecf9a9f9b7c · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.541855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.641439Z digest=sha256:09641347398633e5b19e70aec8a9f0650afdce81eaa1c31a8c8ada000e24558b

Observation bce16406-1d03-4bd8-be99-c410ff1887c2 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.647133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.647133Z digest=sha256:5523985389bc40771b2d9996877ecc10f59f4ef0758343a5bdaeabe50de71bbb

Observation de15ccc7-68c4-4d64-bb1d-97c990b69284 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.651946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.651946Z digest=sha256:a79ec6a212056bdad95fb2d1761306d8b599b75031420d484b797179a0326b7a

Observation 1590a585-0124-405f-8f93-0e33e2e3bd62 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.501730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.656458Z digest=sha256:72c4ad996d6f70364ffabc9478e2d61d2b4a4485ee2784a354fbbaa609c392b5

Observation 31b7be7d-34ff-4cd1-8fff-24feebf221e5 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.661037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.661037Z digest=sha256:073df3979b44b37bd978871dc395a645bbaa3a25fc9cab0dbead89703542dbab

Observation eaa0c70d-bd62-4049-8a6c-2762991a26df · outbound

This paper cites 2024.{DVa}: Extracting Victims and Abuse Vectors from Android Accessibility Malware.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing 2024.{DVa}: Extracting Victims and Abuse Vectors from Android Accessibility Malware

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:56:18.483438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.665845Z digest=sha256:e469d418f05e3ff614b073dae19ec1f4d4f7e7d2a20307eda71a34760e976990

Observation fa1e873c-096f-45d6-82c7-c797fa4ee7f5 · outbound

This paper cites 2012.{DroidScope}: Seamlessly reconstructing the{OS} and dalvik semantic views for dynamic android malware analysis.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing 2012.{DroidScope}: Seamlessly reconstructing the{OS} and dalvik semantic views for dynamic android malware analysis

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:56:18.468356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.670868Z digest=sha256:b3393932bf20beef5c8739422fde61cd76d09403cf776f6f6277285df57b2f27

Observation 8a9332a1-8a08-4817-a7ce-7382c3076971 · outbound

This paper cites Qwen3 Technical Report.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Qwen3 Technical Report

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.675335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.675335Z digest=sha256:757e0ff047527392addbba281e8d4b8e70f13efa266ed652788d28f0e85534b0

Observation b9cb4a62-5156-4576-b5a4-2b0d7f0719bd · outbound

This paper cites Evaluating Explanation Without Ground Truth in Interpretable Machine Learning.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Evaluating Explanation Without Ground Truth in Interpretable Machine Learning

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.681013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.681013Z digest=sha256:3db8a7044b577008f2555e17589a12dca6c6f18f3633ab72d06ca47725c2d456

Observation 67d1b8d0-273b-407c-9373-42e4f9a4c0a0 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.452587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.687156Z digest=sha256:e9348af4bd9cdcbcce6bddc645e78b3c1cdd15db4091d19b4315f0cde18e4e3b

Observation bea7baa2-0f7c-4ae8-9b09-378161a0130c · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.437213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.691979Z digest=sha256:23e1004bc2dbaf0fd7114bfb5421bf1c40d67f49d9fdb0e80216dad32d0e0ff4

Observation c4330035-6788-49ed-b9b1-88f9459dd78b · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.420579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.697146Z digest=sha256:b392426725869038d4afcfee9b94fe46df829e67da780536067a4a10138dc7be

Observation cfd81de2-fc60-4dfe-bae9-6b6ed2a165a1 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.405317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.703010Z digest=sha256:6a8db3f78cf7e410a46166b5cbfc42a15b317f55749984bee80cb9d00bcc8ec1

Observation 8e97aeb5-2f19-44c4-baca-c53eda6d0681 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.389341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.707827Z digest=sha256:0025b1451a61aa63746b82786ec27456f4444ec53a3cbe29ab56b54bb940b52c

Observation 80407f5f-82ff-48a6-a98d-e07fae7d5274 · outbound

This paper cites an unresolved cited work.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:56:18.374108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.718116Z digest=sha256:1a70791fb1aceec6b1895af77b358333b813e40f090db558f390dbe2e6177cb5

Observation 1d91d9cc-4285-4b85-ad1b-5e2ecbeb73e5 · outbound

This paper cites TIF: Learning Temporal Invariance in Android Malware Detectors.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing TIF: Learning Temporal Invariance in Android Malware Detectors

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-15T15:56:17.712968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:56:17.712968Z digest=sha256:3a889460b4dc8fef42b1f7ae900b72ea44b42eae4f139357d740fb3933a38f9b

Observation 2da09e2b-16f3-4722-8b04-5b0006b43bb3 · outbound

This paper cites IEEE Transactions on Knowledge and Data Engineering(2024).

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing IEEE Transactions on Knowledge and Data Engineering(2024)

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:56:18.358558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.723379Z digest=sha256:1993d1721b70034b29a6fb7af17aef8418e81316b983f0b1d6187457c1d7c44f

Observation 234d57e7-01c1-4fbb-8583-95e22d3e693d · outbound

This paper cites In2022 IEEE Symposium on Security and Privacy (SP).

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing In2022 IEEE Symposium on Security and Privacy (SP)

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:56:18.934813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.428014Z digest=sha256:092e9fcd2fc9a84ecafad1de569ec66ca458041bc6e7ffbf9266421a74588fc3

Observation 7dfb4b76-01c5-4b95-9840-e50f6a316b55 · outbound

This paper cites of android malware.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing of android malware

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:56:18.568734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.621142Z digest=sha256:609f658406f9ac5f4b99e419be7096113b6773d6d24cfacde43edcc7c7b94780

Observation c760c39f-4f79-4c3d-a4be-fc79fc3b5c5c · outbound

This paper cites Exploring Large Language Models for Semantic Analysis and Categorization of Android Malware.

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing Exploring Large Language Models for Semantic Analysis and Categorization of Android Malware

Reference 2025

Resolution
verified exact
local_arxiv, observed 2026-08-15T15:56:18.004739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:56:17.631493Z digest=sha256:38cd910e88c953c431047a656cb3cbcdae7d2426a59530354c79daf85863b789

Pith citing papers

Observation e08e80f6-2711-42b3-aa2c-ee24f0f1d927 · inbound

Retrofit: Continual Learning with Controlled Forgetting for Binary Security Detection and Analysis cites this paper.

Retrofit: Continual Learning with Controlled Forgetting for Binary Security Detection and Analysis Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing

Reference 69

Resolution
verified exact
arxiv_id, observed 2026-07-21T02:19:45.102593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-17T21:48:31.544942Z digest=sha256:289e776548a29536d6a602cde5902501bfb6fed75d47ed04707e66d322a57307