Pith. sign in

Paper Citation Record · LEDGER

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis

As of 20 August 2026, this Paper Citation Record lists 82 of 82 outbound references and 0 inbound Pith citation observations for arXiv:2506.17798.

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

pith.paper-citation-record.v1
2506.17798 v2

Coverage vector

measured 82 of 82 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:08:09.626460Z

measured 82 of 82 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

82 of 82 outbound references displayed

  • verified exact2
  • verified fuzzy71
  • unresolved8
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7f3ebf73-7a27-46bd-ab9d-2b80cd86a062 · outbound

This paper cites https://nvd.nist.gov/ vuln/detail/CVE-2020-5408, May 2020.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis https://nvd.nist.gov/ vuln/detail/CVE-2020-5408, May 2020

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-15T19:08:09.231026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:08:09.231026Z digest=sha256:12921dfa4855a75d754006ae2cbb1684ca2bb429a54a65d380c0684f3d4b1466

Observation 2e2b0953-80a8-4645-8edd-e5bbc059fd19 · outbound

This paper cites https://owasp.org/ www-project-dependency-check/ , 2020.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis https://owasp.org/ www-project-dependency-check/ , 2020

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T19:08:09.235974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:08:09.235974Z digest=sha256:f84b309d43ddf85ca3a77811770398460bb46a4126201794282567ef1a71917a

Observation bf303e7c-8994-4ef5-bed8-dc98389f8ac1 · outbound

This paper cites https: //www.csoonline.com/article/3191947/ supply-chain-attacks-show-why-you-should-be-wary-of-third-party-providers.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis https: //www.csoonline.com/article/3191947/ supply-chain-attacks-show-why-you-should-be-wary-of-third-party-providers

Reference 3

Resolution
verified exact
raw_fallback, observed 2026-08-15T19:08:09.798967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.240893Z digest=sha256:b9b86dea3ee4fef2593871689d5b6ebfd7b3bef3fb6bc9cf30b5a42bb6ff6e4d

Observation fcecabb0-ca63-4bab-bc6e-4bcdbba32d1c · outbound

This paper cites https://docs.npmjs.com/cli/v9/ commands/npm-audit, 2023.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis https://docs.npmjs.com/cli/v9/ commands/npm-audit, 2023

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:11.001975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.246482Z digest=sha256:bd9b32c45b70148621bc0c26c0162a6e8909c07ac91b22783c1876d28c3e9c2a

Observation 22854152-d0d3-4b82-9f64-0fc0f8392817 · outbound

This paper cites https://nvd.nist.gov, 2023.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis https://nvd.nist.gov, 2023

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.985848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.251098Z digest=sha256:5029c8f08b08fe36a76dc259e0a07930c28090f43a55a79af66cfabc7b0dfc01

Observation 01c01720-912a-4e3b-b096-aa25c64f938e · outbound

This paper cites https://docs.snyk.io/ snyk-cli/commands/test, 2023.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis https://docs.snyk.io/ snyk-cli/commands/test, 2023

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.970785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.255948Z digest=sha256:477a9a590c9a873eed74d597d2aaf6f75214b2eebad9b0c5252953facd767f3b

Observation 85b48abd-6a7d-4392-9d17-0e3486ac8cf3 · outbound

This paper cites Meta llama 3.1 announcement.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Meta llama 3.1 announcement

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.955947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.261386Z digest=sha256:1f8789e9cbe5cd8c18f79bfbac8908428f0f503b4f72ae39761d4bc7ad2bbb53

Observation ebf827e8-949f-4c22-adcb-6515b08b5d10 · outbound

This paper cites V oyage code 3.https://blog.voyageai.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis V oyage code 3.https://blog.voyageai

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.940179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.265801Z digest=sha256:0f663330fedf68d1cee516970d2a2095efe3c39936a1aa45eb5fb45e1876aa3f

Observation d8d5fff4-8043-430a-9f46-95c91a4640c8 · outbound

This paper cites Claude sonnet.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Claude sonnet

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.924397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.271037Z digest=sha256:1e4b2d9de23497a59e2073dda3f27210d054b7ad5cee04ccf76851fbbbb8719a

Observation f78c465a-87c5-4fe8-82e5-213bdb8afcf1 · outbound

This paper cites MySqlJdbcUrl.java.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis MySqlJdbcUrl.java

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.909684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.275553Z digest=sha256:9edf1a903a716b046ea8da43a08ef57cb8725528ab353960b2203b661c37c494

Observation 1b4fec79-04c2-428c-acc6-ca702e3f709f · outbound

This paper cites Apache Log4j ™.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Apache Log4j ™

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.893133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.280172Z digest=sha256:db0be903aa49198346a705ba540f43ff37cc880b91da7e599e216604a4f43092

Observation 02bd114d-7393-4505-b92e-d1e19d413e1d · outbound

This paper cites an unresolved cited work.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:08:10.877771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.285193Z digest=sha256:2fb0d76882de2d92a296a1ac9435ca582eba58eb85fa84c179cfc93e36a91af3

Observation 789eb00e-5ece-4c00-8376-1bfe806557e6 · outbound

This paper cites User- Controller.java - Apache Kylin.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis User- Controller.java - Apache Kylin

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.831422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.299109Z digest=sha256:d71b446ead33abbafbf876cf956996ce268f1bac159adc1184731d7dea6ebb0c

Observation b21cccf5-587c-45ad-90f0-d52761cccd7e · outbound

This paper cites Kyli- nUserService.java - Apache Kylin.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Kyli- nUserService.java - Apache Kylin

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.846907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.294670Z digest=sha256:3ef99965ec44c240d76c1673140e1f9160ad8c537c0f58542c63ed5296a83b8c

Observation b5d75297-ddbb-4782-9910-948d97553759 · outbound

This paper cites Cryptollm: Harnessing the power of llms to detect cryp- tographic api misuse.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Cryptollm: Harnessing the power of llms to detect cryp- tographic api misuse

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.815300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.308375Z digest=sha256:e9e82bd5d24b8362604afbd4503dbaf84eadf32a577db3544ef85dbdfaf65d31

Observation de680752-2513-4781-9828-11dfdb327604 · outbound

This paper cites Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-15T19:08:09.303477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:08:09.303477Z digest=sha256:6b88ddca624deb991b02009a2240158830ede51eda0a8371c569db73f7ed6eb3

Observation b9be4e51-d57e-4938-8bb8-17020d0fe299 · outbound

This paper cites When Large Language Models Confront Repository-Level Automatic Program Repair: How Well They Done?.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis When Large Language Models Confront Repository-Level Automatic Program Repair: How Well They Done?

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.782266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.317213Z digest=sha256:fe7645f66638cee9218f59d21ab07527ea3e9a4bc4237f9e9d18dda23de7ba0f

Observation 3c003e9b-1238-487a-a08b-6f942fda6c5c · outbound

This paper cites Coca: Improving and explain- ing graph neural network-based vulnerability detection systems.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Coca: Improving and explain- ing graph neural network-based vulnerability detection systems

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.798045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.312852Z digest=sha256:c1b14eabd521ba617288eca805ccf4806256f37bc6dcbd5bcb1793c9d7337826

Observation b75c7660-b709-4301-a2eb-cc0e48d7d90b · outbound

This paper cites an unresolved cited work.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:08:10.749109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.331883Z digest=sha256:1531654504a7466129eeda713bef4b727c35745228afc46a0199277ba5c6c548

Observation 22f4341b-773a-4dc0-9b87-5ecc6f0b043c · outbound

This paper cites How about bug-triggering paths?- understanding and characterizing learning-based vulner- ability detectors.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis How about bug-triggering paths?- understanding and characterizing learning-based vulner- ability detectors

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.765598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.322719Z digest=sha256:e175d6569611bed92bed8f8ae47778199347cffec18f9746e61a95da9bac86d9

Observation 0ad3f208-e8bc-4239-acf2-640575b37b61 · outbound

This paper cites {PentestGPT}: Evaluating and harnessing large language models for automated penetration testing.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis {PentestGPT}: Evaluating and harnessing large language models for automated penetration testing

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-15T19:08:09.340770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:08:09.340770Z digest=sha256:5cfdb93164df2a8b9453fc904d1f3a68c8e8e95d2d2f6e4683ebcda0c6b7c5e4

Observation 6dff695e-6392-4400-b2f9-36ddea3dcc55 · outbound

This paper cites Bugtreemodel.java.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Bugtreemodel.java

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.732142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.336314Z digest=sha256:97ab959be9ec7cd868913a499e8f83e619bf0297c44c9ff170f503fc2b59c312

Observation a7a23ae6-5c75-472f-aedf-d806584bcf86 · outbound

This paper cites Llmeffichecker: Understanding and testing ef- ficiency degradation of large language models.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Llmeffichecker: Understanding and testing ef- ficiency degradation of large language models

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.690157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.349453Z digest=sha256:2a3c15465a4a16dbf6ddcb3258cb66b4cd9f3d81097a5c4b38834a1ac9030876

Observation d5768ffa-e3f9-484a-85f8-5b435a3ed3df · outbound

This paper cites Eclipse Steady.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Eclipse Steady

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.706087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.344952Z digest=sha256:d81c86c5f719f5a96817256cc0248c2d22a0fcf2b4b280f4901963213c4fa501

Observation c4013946-9735-45c2-83e3-e85fa92c77cd · outbound

This paper cites Stack overflow considered harmful? the impact of copy&paste on android application security.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Stack overflow considered harmful? the impact of copy&paste on android application security

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.658348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.358866Z digest=sha256:3cac3541b0105efce530715a05d9e08f920069391bb5e87c4bf513bc8bf8ac43

Observation fca84128-692e-4865-8d54-01a784020c92 · outbound

This paper cites Find Security Bugs.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Find Security Bugs

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.674554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.354322Z digest=sha256:d96c62c9b44b788bebdf2bf174f33da4e82a4377a6f13527a32c4148d3617d3b

Observation b0c3c933-413b-4716-8788-0d20eb9d5aa7 · outbound

This paper cites Linevul: A transformer-based line-level vulnerability prediction.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Linevul: A transformer-based line-level vulnerability prediction

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.610228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.372482Z digest=sha256:e7b1b629117bcb809ea99d32600a782efe91010bc22a6145842ce5ed695dd974

Observation 617e66ab-d27c-4676-b243-c413988828cc · outbound

This paper cites Jira issue: Httpclient-.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Jira issue: Httpclient-

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.642259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.363514Z digest=sha256:536db9e4255c7ad93924761205e5e8148a600e9566e2a4abd03905758dfc19af

Observation a736fbbf-ae1d-4aa8-a53f-2be3dc4086a3 · outbound

This paper cites Gemini ai.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Gemini ai

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.580100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.381916Z digest=sha256:b20fb3ceba9b1848f24e86ce0d7bf62f4c9728c6b1cc44500c580be6ca350c76

Observation 34eee5d0-0d4a-4c18-8f77-98872a576cb2 · outbound

This paper cites Linevd: statement-level vulnerability detection using graph neural networks.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Linevd: statement-level vulnerability detection using graph neural networks

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.564342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.386403Z digest=sha256:543e95f00c2553f7c984d54575454939150128c53d451c4e9ebeb83f6c925c2f

Observation c39dcd73-0b2b-4a3c-95ac-1161e710ecb6 · outbound

This paper cites Detecting suspicious pack- age updates.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Detecting suspicious pack- age updates

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.594901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.376706Z digest=sha256:c4241bd86d163bcf59fc0c20971e97b287b12d365289a8967c0c9508e70cb771

Observation b1a9a99b-1e80-4dde-a099-6bc5148361a7 · outbound

This paper cites An Empiri- cal Study on Fine-Tuning Large Language Models of Code for Automated Program Repair.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis An Empiri- cal Study on Fine-Tuning Large Language Models of Code for Automated Program Repair

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.531038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.395196Z digest=sha256:2d7441254f16c178611667102d5f8959c0094ddedba23c5756f14d8bc45a8c1b

Observation f03b37e4-3d54-444a-ac53-99255b065d12 · outbound

This paper cites an unresolved cited work.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:08:10.514962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.399805Z digest=sha256:82ba1122f30328ae052e4356a94ea2cd4b70dcb967613d0a969095ff063cc363

Observation 9190b8f0-264a-44c0-a846-e9667a8c0377 · outbound

This paper cites Large language model-powered smart contract vulnerability detection: New perspectives.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Large language model-powered smart contract vulnerability detection: New perspectives

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.547150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.390909Z digest=sha256:91801928a9205a239a9f78907523a14c8b60fdf3e48fb05600f3066c5b91c700

Observation c7f7d6a2-f313-4fea-a0a7-918909b2eacd · outbound

This paper cites Cog- nicrypt: supporting developers in using cryptography.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Cog- nicrypt: supporting developers in using cryptography

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.483653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.408888Z digest=sha256:9b58092a6887459d463158d339f3314d0f837aea0dfb8ca0c5474eb41a4b862d

Observation dbd3c731-aa78-404a-b16a-43fbeb61c4d2 · outbound

This paper cites Towards the detection of malicious java packages.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Towards the detection of malicious java packages

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.467561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.413454Z digest=sha256:e27d696f3c2bb475ea090ab225ed38850aed0f7d759ec4b25c0e80546f60f865

Observation a36fad04-878b-4622-a0d1-58e37f4b0bab · outbound

This paper cites Test mimicry to assess the exploitability of library vulnerabilities.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Test mimicry to assess the exploitability of library vulnerabilities

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.499725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.404116Z digest=sha256:76fccf1e760f01467c3706e32ddc9ec9fa8a9efbe362f7073d6a6a7ea76a0305

Observation b062dad2-b37a-4dd7-98fa-54abbcddc053 · outbound

This paper cites an unresolved cited work.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:08:10.435171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.423425Z digest=sha256:a6c31982868144a2e1ba3fe6edbc02ee9a0993745d8144c31ca8935e86dd5dd6

Observation cb8bbb05-039f-4d37-810f-a26b5ff0e1c4 · outbound

This paper cites Sysevr: A framework for using deep learning to detect software vulnerabilities.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Sysevr: A framework for using deep learning to detect software vulnerabilities

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.418359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.428248Z digest=sha256:14e4a3b7f969c8c910b1c7f2cf0465a9002bda0f6977801b32541932c1c222fb

Observation 05997cac-4db0-4fbe-9c21-870379210775 · outbound

This paper cites A lightweight assisted vulnerability discovery method using deep neural networks.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis A lightweight assisted vulnerability discovery method using deep neural networks

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.451190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.418896Z digest=sha256:cc88faf31e66f9424f9fb8f84bcf27c677c4db5ea3ff90ed6d90b706bf1d5e6c

Observation 4191bb6e-10a9-4991-b833-e6a6270135e4 · outbound

This paper cites Vuldeep- ecker: A deep learning-based system for vulnerability detection.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Vuldeep- ecker: A deep learning-based system for vulnerability detection

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.388012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.438031Z digest=sha256:fd369368f2c371b057be47b6b822d090661e5a0af1b0ea6d71c4e6ac76cdf041

Observation 1cc379b0-6333-40c8-b08c-f43aa42abd36 · outbound

This paper cites Exploring{ChatGPT’s} capa- bilities on vulnerability management.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Exploring{ChatGPT’s} capa- bilities on vulnerability management

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.373442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.442989Z digest=sha256:29537840c8115038fe3e4399279bcb15a630051baa90807182a8a96ad224b2da

Observation cbe55fa4-ab2f-4fb9-9ee2-1d7d7a193817 · outbound

This paper cites SySeVR: A Framework for Us- ing Deep Learning to Detect Software Vulnerabilities.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis SySeVR: A Framework for Us- ing Deep Learning to Detect Software Vulnerabilities

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.403060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.433142Z digest=sha256:991294883f6dc64cf36210a5ddb1e870c4f7307994cfd6a566495278393ae83f

Observation e7e591e8-f398-4623-af83-c5282c6db6ea · outbound

This paper cites Dependency- check issue #4629: False positive detection of cve-2020-5408.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Dependency- check issue #4629: False positive detection of cve-2020-5408

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.342524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.452490Z digest=sha256:afff970803b2bf7bce5b54ab9cb3940596a3ff700ecdc4cac3126f1299cb528a

Observation af37da65-15d7-4a2f-a1d6-c91a336f7a14 · outbound

This paper cites Dependency- check issue #6685: False positive detection of cve- 2023-4759.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Dependency- check issue #6685: False positive detection of cve- 2023-4759

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.327141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.458071Z digest=sha256:f1d031710f350078f23c02074aa4191a13cc6b8c6525b9f5c2502afb2c7376c1

Observation a2d5c590-f270-4be9-b09f-e50a594bfa8b · outbound

This paper cites Prompt Fix: Vulnerability Automatic Repair Technology Based on Prompt Engineering.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Prompt Fix: Vulnerability Automatic Repair Technology Based on Prompt Engineering

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.357988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.447889Z digest=sha256:c05ae48cf61f0a0791f4cf88bf951a10d0885c38bd0207fabb4175ad1bedc787

Observation 89827d42-8026-45b8-b739-c32994c26f24 · outbound

This paper cites VulChecker: Graph- based vulnerability localization in source code.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis VulChecker: Graph- based vulnerability localization in source code

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.295611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.467311Z digest=sha256:58eaab95e4789eb655e05f8d01bd93aff0d3a066cea5c9b5bd9f9f871c2ef8a5

Observation ff2e61f0-0fb1-4647-824e-7b03463fac16 · outbound

This paper cites To- wards detection of software supply chain attacks by forensic artifacts.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis To- wards detection of software supply chain attacks by forensic artifacts

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.280356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.472008Z digest=sha256:c7f537dcf17ec049d27608cc308c9c484515e561e440d1d89f17c3244e16c22b

Observation d73a2f53-7200-4b9b-bb24-66e2bcb64cb0 · outbound

This paper cites Grace: Empowering llm-based soft- ware vulnerability detection with graph structure and in-context learning.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Grace: Empowering llm-based soft- ware vulnerability detection with graph structure and in-context learning

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.310675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.462669Z digest=sha256:dca475a0b6b6addd8bf9db2c2416f902fc2f8748697bc61dc3b056a230c8f0dd

Observation 659a6062-a295-444b-97a4-8cd459097a46 · outbound

This paper cites Embedding models: Openai docu- mentation.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Embedding models: Openai docu- mentation

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.249871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.482340Z digest=sha256:965fe0edfafdfa062a62cd58f526ca8219e681b4d982d37e9380e79e55bcfd93

Observation 0b0d7397-830a-4c85-810d-f77525ed7950 · outbound

This paper cites Model overview.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Model overview

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.234567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.487375Z digest=sha256:62d6f9f36c10375a5fe6348da925b88d617f1136cf001acd82197cb016f71b39

Observation 3f8a4a1f-7973-45f7-ba29-64483475b8b9 · outbound

This paper cites Embeddings guide.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Embeddings guide

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.265126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.477702Z digest=sha256:1bc45c6f19b0bf9b4b3686dc56b6879912a65d8ba36faa27b4fc9a0d32f47df0

Observation c3bc367f-2076-463f-9f6c-2281339b82df · outbound

This paper cites Examining Zero-Shot Vulnerability Repair with Large Language Models.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Examining Zero-Shot Vulnerability Repair with Large Language Models

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.204522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.497402Z digest=sha256:bfffe1991bfca3cad792145d3645741c610d63bbe9000abf620b716df8ea5e0f

Observation 5a8b8c4e-756f-4558-96bb-799836d79fed · outbound

This paper cites Detection, assessment and mitigation of vulnerabilities in open source dependencies.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Detection, assessment and mitigation of vulnerabilities in open source dependencies

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.189948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.502394Z digest=sha256:c48fc5f507223e56f8bb31aedd1c8e7370e2fbc98b73810864bbfd813c16bbe4

Observation d1b7c092-df25-4602-bc6e-19f02ec8d555 · outbound

This paper cites OWASP Dependency-Check.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis OWASP Dependency-Check

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.219356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.491802Z digest=sha256:4bcf80bddf8bb1e19b4988017c79c079467f26948cc5d5b22fe0ba9ba416b9f3

Observation eda52164-7e82-461d-901d-ab9ff5d4f110 · outbound

This paper cites Cryptoguard: High precision detection of cryptographic vulnerabilities in massive- sized java projects.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Cryptoguard: High precision detection of cryptographic vulnerabilities in massive- sized java projects

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.160053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.511875Z digest=sha256:c15958610f388d635d1d4d8c2a9ba6096f531482e79de4613620d321eb58694f

Observation 4b29cc84-e9dc-4055-aa71-7bbfdb79d3e9 · outbound

This paper cites Xanitizer.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Xanitizer

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.144818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.517558Z digest=sha256:2ddc06f07cae2ac305f954cc391a391adcdf3dac8950804e621439e7b11d6061

Observation 128bc635-4b61-42cc-85a4-22e7a10e2e9c · outbound

This paper cites Cryptoguard: High precision detection of cryptographic vulnerabilities in massive-sized java projects.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Cryptoguard: High precision detection of cryptographic vulnerabilities in massive-sized java projects

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.174990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.507363Z digest=sha256:ce637ae6f83030b3c2fb607fdfca2e007ab3190b0bfefb1a11538f311d8357b5

Observation 89ed5e7b-fc17-4a9c-ba19-19043648bd77 · outbound

This paper cites VulSim: Leveraging similarity of Multi-Dimensional neighbor embeddings for vulnerability detection.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis VulSim: Leveraging similarity of Multi-Dimensional neighbor embeddings for vulnerability detection

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.114049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.526490Z digest=sha256:3ed5f42a1f4af3bdb3396fa75976cd3e3f04dd19965984aa8403b558823c2f36

Observation 63b163e4-9c15-4c8c-b860-24defc8a84ed · outbound

This paper cites Cryptotutor: Teaching secure coding practices through misuse pattern detection.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Cryptotutor: Teaching secure coding practices through misuse pattern detection

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.098249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.531586Z digest=sha256:c350f98b728c28e448d959866cd6ccec9721956a801bb3496969ecde8e0b397f

Observation 874bcffc-c556-42c4-a384-62f49cd61b5d · outbound

This paper cites FVD-DPM: Fine- grained vulnerability detection via conditional diffusion probabilistic models.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis FVD-DPM: Fine- grained vulnerability detection via conditional diffusion probabilistic models

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.128856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.522247Z digest=sha256:15cb61af6f60489d9a86e0ee790e62b064f18450ceb73b07124aa7a38d34871d

Observation 49d5b67d-ed21-4b5c-9873-d9896ffb1141 · outbound

This paper cites State of the software supply chain report 2024: 10-year review.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis State of the software supply chain report 2024: 10-year review

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.068223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.541617Z digest=sha256:3a9103cf13a46fdb6b7c3e4eed3e92fcd5b1e2120b68761cc3503577585317e8

Observation 51617149-af64-45bb-a6af-a8ce3fcaf8b9 · outbound

This paper cites Dataflow analysis-inspired deep learning for efficient vulnerability detection.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Dataflow analysis-inspired deep learning for efficient vulnerability detection

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.052238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.546317Z digest=sha256:fe8621a65ff106dac1f2b5611900089cd7a9c15d09bc61c375d0c110ee08ecf8

Observation 3f36724b-6850-4a8d-8eed-0ef9323aee54 · outbound

This paper cites SonarQube.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis SonarQube

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.083587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.536840Z digest=sha256:a7025df29d2571b91d8643d4e8e93d412a0826c2437f932bd245c39a696adc16

Observation 33550b29-5d21-4a05-9db2-50acd301f866 · outbound

This paper cites Llms cannot reliably identify and reason about security vulner- abilities (yet?): A comprehensive evaluation, framework, and benchmarks.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Llms cannot reliably identify and reason about security vulner- abilities (yet?): A comprehensive evaluation, framework, and benchmarks

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.020084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.556264Z digest=sha256:57899ca2594373313aae6dc28676a7e62b248898455c3d249105ca0bdbb4f74c

Observation 97af203e-7390-4b1c-b228-9d9eca80b1d4 · outbound

This paper cites V AScanner.https: //github.com/VAScanner/VAScanner, 2024.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis V AScanner.https: //github.com/VAScanner/VAScanner, 2024

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.004607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.560922Z digest=sha256:f1e09c46bd70aa924ae26fa4abb338eb00d51f7df8c8531927ab1326feafd8cc

Observation dea00ef5-635f-495f-bfe2-533e173ab9a3 · outbound

This paper cites LLMs Cannot Reliably Identify and Reason About Security Vulnerabilities (Yet?): A Comprehensive Evaluation, Framework, and Benchmarks.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis LLMs Cannot Reliably Identify and Reason About Security Vulnerabilities (Yet?): A Comprehensive Evaluation, Framework, and Benchmarks

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.035631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.551447Z digest=sha256:9badca8eda398629a4d76f651fcef3f46f3c6911edf1eee83e1986cf6b9bd6d0

Observation 3e678938-efef-428b-abd2-577a680ad72f · outbound

This paper cites How effective are neural networks for fixing security vulnerabilities.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis How effective are neural networks for fixing security vulnerabilities

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:09.974059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.571193Z digest=sha256:d2a90d7445de11cb537b0e5b3ccad7e177d318bcc21da5cff6e656d20451c985

Observation b914348c-f1aa-4db0-bf36-e7f38b193d46 · outbound

This paper cites Understanding the threats of upstream vulnerabilities to downstream projects in the maven 15 ecosystem.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Understanding the threats of upstream vulnerabilities to downstream projects in the maven 15 ecosystem

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:09.958286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.576651Z digest=sha256:d0eff84f5639313b55ccccec3a915c61c07798249b29293bb9b8afeae466066a

Observation 443ab294-051f-4bb4-b60b-a4ea7bacac04 · outbound

This paper cites Copiloting the copilots: Fusing large language models with completion engines for automated program repair.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Copiloting the copilots: Fusing large language models with completion engines for automated program repair

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:09.989811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.566060Z digest=sha256:01dfbef91521bc59b698e9e6841234782fd5e39d0beb9325246e25613d659ab5

Observation 1cfe8542-021b-4857-9195-d2c77fae6ab8 · outbound

This paper cites Tracking Patches for Open Source Software Vulnerabilities.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Tracking Patches for Open Source Software Vulnerabilities

Reference 71

Resolution
verified exact
local_arxiv, observed 2026-08-15T19:08:09.672974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.586082Z digest=sha256:89e8dd54fd949001bae94f2e21fc96681263a46f98ee81ae31fe288bf3ed0a2a

Observation ec51a54f-3e42-4e67-bb1d-607ee2a9614f · outbound

This paper cites Analyzing cryptographic api usages for android appli- cations using hmm and n-gram.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Analyzing cryptographic api usages for android appli- cations using hmm and n-gram

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:09.927301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.591305Z digest=sha256:820eef2fe530cbd6add585533c9d2709b12c6c0ee4aca9767cafb028a7234540

Observation 38359932-6891-4bd7-b43a-436a1f02227b · outbound

This paper cites Automated Program Repair in the Era of Large Pre- trained Language Models.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Automated Program Repair in the Era of Large Pre- trained Language Models

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:09.943212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.581462Z digest=sha256:90b5bc94b0973528c9a9998f2f1353a73dafac230131a7eaf43b1a1fb3a36aa9

Observation 2ebb5f65-7981-402d-8193-33ebf6a5d8cd · outbound

This paper cites Mitigating persistence of open-source vulnerabilities in maven ecosystem.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Mitigating persistence of open-source vulnerabilities in maven ecosystem

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:09.897570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.601348Z digest=sha256:b7bd15049aca0c66e1b6e6bce8ac452813fb026db9b813a0dfaf401ddfb2c6c7

Observation aee11c90-2e3a-4e62-9348-541769e90b7a · outbound

This paper cites Automatic detection of java crypto- graphic api misuses: Are we there yet? IEEE Transac- tions on Software Engineering, 49(1):288–303, 2022.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Automatic detection of java crypto- graphic api misuses: Are we there yet? IEEE Transac- tions on Software Engineering, 49(1):288–303, 2022

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:09.881352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.606871Z digest=sha256:aa36b53c132a734e18660bf5bb2b28b789ccb0f619c96767a6f3c960b058508e

Observation 040c86fc-73da-44b1-9ea6-bb0344c2b9c5 · outbound

This paper cites Does the vulnerability threaten our projects? automated vulnerable api detec- tion for third-party libraries.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Does the vulnerability threaten our projects? automated vulnerable api detec- tion for third-party libraries

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:09.912924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.596635Z digest=sha256:b519fe3138fa8efb81234336de31567252988ce412f033dfbb6b19666396683f

Observation a50adbc8-b77e-470b-b331-04c83ff15c44 · outbound

This paper cites Software composition analysis for vulnerability detection: An em- pirical study on java projects.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Software composition analysis for vulnerability detection: An em- pirical study on java projects

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:09.847291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.616733Z digest=sha256:7344129afcff5a60949ef4732e0ae832928fd7576e9c1bfbd317b445343977ef

Observation 42b81f07-a863-4a76-a4db-7206026e78ce · outbound

This paper cites Large language model for vulnerability detection: Emerging results and future directions.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Large language model for vulnerability detection: Emerging results and future directions

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:09.830595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.621644Z digest=sha256:e44040ad863e3253a52fc526832b956cedf452da5566fc4de5b0dbb6d867aa0f

Observation 20314068-9f86-4a88-9b6f-f321fbbc17c8 · outbound

This paper cites Example-based vul- nerability detection and repair in java code.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Example-based vul- nerability detection and repair in java code

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:09.863971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.611799Z digest=sha256:2fe34e6a88fce3ecbda7164fd68ae973cbecfdc0d8450220e829b82ac078951b

Observation bec6ec85-0633-4693-8e9a-cb96fc56cebe · outbound

This paper cites muVulDeePecker: A Deep Learning-Based System for Multiclass Vulnerability Detection.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis muVulDeePecker: A Deep Learning-Based System for Multiclass Vulnerability Detection

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:09.815085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.626460Z digest=sha256:83dff1614fce595ceb24b24fd0f5962c495ca09006434b86817eb16741d80b10

Observation af800824-ea43-4f69-8e81-2b6e3d511d87 · outbound

This paper cites Accessed: 2024-10-24.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Accessed: 2024-10-24

Reference 1803

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:08:10.626166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.368037Z digest=sha256:679cbc00367ca7de63f244387e565c9fb5da2ecccb9329a7d150fe4f7ad97785

Observation ab218700-b1d0-42f0-ae68-1655ec63e8a9 · outbound

This paper cites an unresolved cited work.

SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis Unresolved cited work

Reference 2024

Resolution
parse uncertain
raw_fallback, observed 2026-08-15T19:08:10.862584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T19:08:09.290121Z digest=sha256:671c746d2bd1860f0da913449c6874f38dfa6f3853473b3391a2a325020ad72f

Pith citing papers

No inbound Pith citation observations are available.