Paper Citation Record · LEDGER

Deep Learning Based Concurrency Bug Detection and Localization

As of 7 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2508.20911.

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

pith.paper-citation-record.v1
2508.20911 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:47:15.901952Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 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

41 of 41 outbound references displayed

verified exact0
verified fuzzy34
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 670e7d0c-f44b-4d1f-9c10-cf0b3f457d86 · outbound

This paper cites Petri net models and collaborativeness for parallel processes with resource sharing and message passing.

Deep Learning Based Concurrency Bug Detection and Localization Petri net models and collaborativeness for parallel processes with resource sharing and message passing

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:17.623805Z

Source-reported events for the cited work

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

Observation 8f3da688-a506-4d4d-80d6-a31aaf20f43d · outbound

This paper cites Time-soundness of time petri nets modelling time-critical systems.

Deep Learning Based Concurrency Bug Detection and Localization Time-soundness of time petri nets modelling time-critical systems

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:17.593520Z

Source-reported events for the cited work

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

Observation b309389e-11ca-4902-b866-8c40f7b4c1c1 · outbound

This paper cites Canary: practical static detection of inter-thread value-flow bugs.

Deep Learning Based Concurrency Bug Detection and Localization Canary: practical static detection of inter-thread value-flow bugs

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:17.568357Z

Source-reported events for the cited work

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

Observation c0067cee-98c0-433f-aa47-f1cbb78fa25c · outbound

This paper cites Peahen: fast and precise static deadlock detection via context reduction.

Deep Learning Based Concurrency Bug Detection and Localization Peahen: fast and precise static deadlock detection via context reduction

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:17.535093Z

Source-reported events for the cited work

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

Observation a1e37fd6-7023-4036-8765-df66541ad18a · outbound

This paper cites Sound and efficient concurrency bug prediction.

Deep Learning Based Concurrency Bug Detection and Localization Sound and efficient concurrency bug prediction

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:17.486124Z

Source-reported events for the cited work

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

Observation e67d5c91-b732-4a7c-a3bb-a60f175f571b · outbound

This paper cites Deeprace: A learning-based data race detector.

Deep Learning Based Concurrency Bug Detection and Localization Deeprace: A learning-based data race detector

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:17.455214Z

Source-reported events for the cited work

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

Observation 2fe17c01-011d-427e-8844-d9775d27b514 · outbound

This paper cites Context-sensitive data race detection for concurrent programs.

Deep Learning Based Concurrency Bug Detection and Localization Context-sensitive data race detection for concurrent programs

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:17.415824Z

Source-reported events for the cited work

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

Observation 329a20cf-972f-4ba3-8588-b39e4f98de02 · outbound

This paper cites A novel approach of data race detection based on cnn- bilstm hybrid neural network.

Deep Learning Based Concurrency Bug Detection and Localization A novel approach of data race detection based on cnn- bilstm hybrid neural network

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:17.388571Z

Source-reported events for the cited work

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

Observation 3e287c39-87ba-4a07-8af9-f498f1cd57e5 · outbound

This paper cites Data race detection using large language models.

Deep Learning Based Concurrency Bug Detection and Localization Data race detection using large language models

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:17.366747Z

Source-reported events for the cited work

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

Observation 520fef65-ad83-4c12-b777-b4b33e6744a4 · outbound

This paper cites Transformer-based language models for software vulnerability detection.

Deep Learning Based Concurrency Bug Detection and Localization Transformer-based language models for software vulnerability detection

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:17.298938Z

Source-reported events for the cited work

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

Observation 33d5bc5a-9afb-416d-ae9c-4451244195ad · outbound

This paper cites Yamaguchi, N.

Deep Learning Based Concurrency Bug Detection and Localization Yamaguchi, N

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:17.269874Z

Source-reported events for the cited work

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

Observation 672ed4b9-73ef-4fd1-878b-ff99af2e80bd · outbound

This paper cites Devign: effective vulnerability identification by learning comprehensive program semantics via graph neural networks.

Deep Learning Based Concurrency Bug Detection and Localization Devign: effective vulnerability identification by learning comprehensive program semantics via graph neural networks

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:17.228046Z

Source-reported events for the cited work

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

Observation 654c6430-4e5b-41e2-a7f1-080d8e87977f · outbound

This paper cites Deepwukong: Statically detecting software vulnerabilities using deep graph neural network.

Deep Learning Based Concurrency Bug Detection and Localization Deepwukong: Statically detecting software vulnerabilities using deep graph neural network

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:17.201218Z

Source-reported events for the cited work

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

Observation e22ac7c9-83de-4997-8e1d-682a1886f051 · outbound

This paper cites Regvd: revisiting graph neural networks for vulnerability detection.

Deep Learning Based Concurrency Bug Detection and Localization Regvd: revisiting graph neural networks for vulnerability detection

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:17.166885Z

Source-reported events for the cited work

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

Observation 8066d532-0034-4d9e-8f49-433e37256f50 · outbound

This paper cites Vdotr: Vulnerability detection based on tensor representation of comprehensive code graphs.

Deep Learning Based Concurrency Bug Detection and Localization Vdotr: Vulnerability detection based on tensor representation of comprehensive code graphs

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:17.128344Z

Source-reported events for the cited work

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

Observation 7cf275bc-5302-42a3-9381-96b38c867988 · outbound

This paper cites Modeling relational data with graph convolutional networks.

Deep Learning Based Concurrency Bug Detection and Localization Modeling relational data with graph convolutional networks

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:17.079603Z

Source-reported events for the cited work

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

Observation 4e034ed4-f32a-41d2-9b2f-fea830fb3f6e · outbound

This paper cites On explainability of graph neural networks via subgraph explorations.

Deep Learning Based Concurrency Bug Detection and Localization On explainability of graph neural networks via subgraph explorations

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:17.030962Z

Source-reported events for the cited work

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

Observation 00c9a479-7970-4dff-bdb1-0e898ca7b39c · outbound

This paper cites Codebert: A pre-trained model for programming and natural languages.

Deep Learning Based Concurrency Bug Detection and Localization Codebert: A pre-trained model for programming and natural languages

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:16.996864Z

Source-reported events for the cited work

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

Observation 63f21ab7-d21e-48a2-a103-0609bcb55de8 · outbound

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

Deep Learning Based Concurrency Bug Detection and Localization Vuldeepecker: A deep learning-based system for vulnerability detection

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:16.959527Z

Source-reported events for the cited work

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

Observation 202feb71-9ba8-4581-ad24-096f5d4886c7 · outbound

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

Deep Learning Based Concurrency Bug Detection and Localization Sysevr: A framework for using deep learning to detect software vulnerabilities

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:16.911770Z

Source-reported events for the cited work

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

Observation eb4ee79b-ef5d-45ae-8a6e-49466066cba8 · outbound

This paper cites Diversevul: A new vulnerable source code dataset for deep learning based vulnerability detection.

Deep Learning Based Concurrency Bug Detection and Localization Diversevul: A new vulnerable source code dataset for deep learning based vulnerability detection

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:16.869462Z

Source-reported events for the cited work

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

Observation 6e0fcefb-d2c8-411a-a3ee-38cc87fc2cba · outbound

This paper cites an unresolved cited work.

Deep Learning Based Concurrency Bug Detection and Localization Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:47:16.828232Z

Source-reported events for the cited work

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

Observation 344fcc52-a066-4b1c-a712-1841a667264b · outbound

This paper cites an unresolved cited work.

Deep Learning Based Concurrency Bug Detection and Localization Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T14:47:15.730065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2a9bc96-02e7-43de-b5c4-82a98217a3d9 · outbound

This paper cites D2a: a dataset built for ai-based vulnerability detection methods using differential analysis.

Deep Learning Based Concurrency Bug Detection and Localization D2a: a dataset built for ai-based vulnerability detection methods using differential analysis

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:16.792768Z

Source-reported events for the cited work

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

Observation ccb5339b-d245-4b44-8bd5-43efac863fed · outbound

This paper cites Deep Learning based Vulnerability Detection: Are We There Yet?.

Deep Learning Based Concurrency Bug Detection and Localization Deep Learning based Vulnerability Detection: Are We There Yet?

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T14:47:15.745700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 098aae93-9ae0-4aaa-baf2-1746aef25b9b · outbound

This paper cites CVE-2024-50066.

Deep Learning Based Concurrency Bug Detection and Localization CVE-2024-50066

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:16.709993Z

Source-reported events for the cited work

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

Observation 2a486142-d9e5-4142-bc67-cea0a93657fc · outbound

This paper cites Nist software assurance reference dataset, 2024.

Deep Learning Based Concurrency Bug Detection and Localization Nist software assurance reference dataset, 2024

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:16.757004Z

Source-reported events for the cited work

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

Observation 113dcba1-c8af-4a34-9606-ac5704933342 · outbound

This paper cites Joern, 2024.

Deep Learning Based Concurrency Bug Detection and Localization Joern, 2024

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:16.631415Z

Source-reported events for the cited work

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

Observation a4a1a6ac-a475-4777-ac8f-3b24d640f3e6 · outbound

This paper cites CWE-1401, 2024.

Deep Learning Based Concurrency Bug Detection and Localization CWE-1401, 2024

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:16.673877Z

Source-reported events for the cited work

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

Observation 3c1a7b12-eef7-4a3f-92a9-66d6af02c137 · outbound

This paper cites GNNExplainer: generating explanations for graph neural networks.

Deep Learning Based Concurrency Bug Detection and Localization GNNExplainer: generating explanations for graph neural networks

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:16.556967Z

Source-reported events for the cited work

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

Observation 738a7c82-383c-4179-a9a0-44429c852db2 · outbound

This paper cites Efficient estimation of word representations in vector space, 2013.

Deep Learning Based Concurrency Bug Detection and Localization Efficient estimation of word representations in vector space, 2013

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T14:47:15.790996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8d9d0ee-897b-44cc-acab-e69f6999f828 · outbound

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

Deep Learning Based Concurrency Bug Detection and Localization Linevul: A transformer-based line-level vulnerability prediction

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:16.500963Z

Source-reported events for the cited work

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

Observation 026da830-a1f4-4b1d-8fba-90471f54a3e4 · outbound

This paper cites an unresolved cited work.

Deep Learning Based Concurrency Bug Detection and Localization Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:47:16.530482Z

Source-reported events for the cited work

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

Observation 7be46e67-ef64-4816-a5d8-a4f98836d935 · outbound

This paper cites Semi-Supervised Classification with Graph Convolutional Networks.

Deep Learning Based Concurrency Bug Detection and Localization Semi-Supervised Classification with Graph Convolutional Networks

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T14:47:15.842275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32d700e7-a272-42e6-b212-e68e60b02806 · outbound

This paper cites Clement, Dawn Drain, Neel Sundaresan, Jian Yin, Daxin Jiang, and Ming Zhou.

Deep Learning Based Concurrency Bug Detection and Localization Clement, Dawn Drain, Neel Sundaresan, Jian Yin, Daxin Jiang, and Ming Zhou

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:16.479487Z

Source-reported events for the cited work

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

Observation b53b34d2-ebd2-4b88-a0ca-b00fbd9f49a4 · outbound

This paper cites Distributed representations of sentences and documents.

Deep Learning Based Concurrency Bug Detection and Localization Distributed representations of sentences and documents

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:16.410891Z

Source-reported events for the cited work

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

Observation 2a6525fd-1983-4c8b-8651-90cbe6ffeca1 · outbound

This paper cites Graph Attention Networks.

Deep Learning Based Concurrency Bug Detection and Localization Graph Attention Networks

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:16.451858Z

Source-reported events for the cited work

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

Observation c78a2a01-41b8-4ab7-a3c2-99ee713470a4 · outbound

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

Deep Learning Based Concurrency Bug Detection and Localization VulChecker: Graph-based vulnerability localization in source code

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:16.125220Z

Source-reported events for the cited work

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

Observation ef8fbce0-8f22-4ed8-a25e-7a27871c4f8b · outbound

This paper cites VulDeeLocator: A Deep Learning-Based Fine-Grained Vulnerability Detector.

Deep Learning Based Concurrency Bug Detection and Localization VulDeeLocator: A Deep Learning-Based Fine-Grained Vulnerability Detector

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:16.368198Z

Source-reported events for the cited work

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

Observation 7fb0b37d-fdac-4ffc-b7a0-69773c1c0b26 · outbound

This paper cites an unresolved cited work.

Deep Learning Based Concurrency Bug Detection and Localization Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:47:16.052039Z

Source-reported events for the cited work

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

Observation fb3e00c8-750b-4311-be14-f2e0725eace5 · outbound

This paper cites Llvm: A compilation framework for lifelong program analysis & transformation.

Deep Learning Based Concurrency Bug Detection and Localization Llvm: A compilation framework for lifelong program analysis & transformation

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:47:16.087947Z

Source-reported events for the cited work

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

Pith citing papers

No inbound Pith citation observations are available.