Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-08T02:56:36.661786Z
Paper Citation Record · LEDGER
A systematic literature Review for Transformer-based Software Vulnerability detection
As of 6 August 2026, this Paper Citation Record lists 100 of 114 outbound references and 1 inbound Pith citation observation for arXiv:2604.24822.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-27T12:22:47.295810Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
Reference resolution
100 of 114 outbound references displayed
- verified exact2
- verified fuzzy70
- unresolved27
- parse uncertain0
- malformed identifier0
- metadata mismatch1
External citation measurements
0
pith, observed 2026-08-05T02:28:24.338817Z
Outbound references
Observation 62ba53f3-a91f-49c3-8917-a043ee8bb1b7 · outbound
This paper cites Future Internet 14, 118.
A systematic literature Review for Transformer-based Software Vulnerability detection Future Internet 14, 118
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:10.956931Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4225ceae-ccb5-4ee7-beb3-11d4ce0297f7 · outbound
This paper cites Deep learning-based improved transformer modelonandroidmalwaredetectionandclassificationininternetof vehicles.
A systematic literature Review for Transformer-based Software Vulnerability detection Deep learning-based improved transformer modelonandroidmalwaredetectionandclassificationininternetof vehicles
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.311066Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7df5b6d8-c4c3-48a2-adaf-548904847ada · outbound
This paper cites Low level source code vulnerability detection using advanced bert language model., in: Canadian AI.
A systematic literature Review for Transformer-based Software Vulnerability detection Low level source code vulnerability detection using advanced bert language model., in: Canadian AI
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.303482Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a393719c-baee-4230-a558-3036b607d362 · outbound
This paper cites C3- vulmap: A dataset for privacy-aware vulnerability detection in healthcare systems.
A systematic literature Review for Transformer-based Software Vulnerability detection C3- vulmap: A dataset for privacy-aware vulnerability detection in healthcare systems
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.284475Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 75830302-f7d5-48cf-b0c6-07787e87f3ca · outbound
This paper cites Db- cbil: A distilbert-based transformer hybrid model using cnn and bilstm for software vulnerability detection.
A systematic literature Review for Transformer-based Software Vulnerability detection Db- cbil: A distilbert-based transformer hybrid model using cnn and bilstm for software vulnerability detection
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.270245Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7ff5b6d1-d39d-4891-a2ef-508ffcab7638 · outbound
This paper cites A systematic literature review on softwarevulnerabilitypredictionmodels.
A systematic literature Review for Transformer-based Software Vulnerability detection A systematic literature review on softwarevulnerabilitypredictionmodels
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.263248Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0ea7c94b-0a99-4eac-a2ac-022cd5751ed7 · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.256289Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5577bf5c-faf8-42f7-9740-3841cf83247b · outbound
This paper cites Multi-source cross-domain vulnerability detection based on code pre-trained model.
A systematic literature Review for Transformer-based Software Vulnerability detection Multi-source cross-domain vulnerability detection based on code pre-trained model
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.253090Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0c343280-0e35-4129-96d3-393d147c9a67 · outbound
This paper cites Vulnerability detection based on transformer and high-quality number embedding.
A systematic literature Review for Transformer-based Software Vulnerability detection Vulnerability detection based on transformer and high-quality number embedding
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.259730Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8b72b687-e098-4ff6-867d-f9336e3bedcc · outbound
This paper cites Transformer-based Vulnerability Detection in Code at EditTime: Zero-shot, Few-shot, or Fine-tuning?.
A systematic literature Review for Transformer-based Software Vulnerability detection Transformer-based Vulnerability Detection in Code at EditTime: Zero-shot, Few-shot, or Fine-tuning?
Reference 10
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T22:21:39.759374Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 22dd9d19-f5cb-42ed-b7d7-448a75744ed7 · outbound
This paper cites Hlt: A hierarchical vulnerability detection model based on transformer, in: 2022 4th International Conference on Data Intelligence and Security (ICDIS), IEEE.
A systematic literature Review for Transformer-based Software Vulnerability detection Hlt: A hierarchical vulnerability detection model based on transformer, in: 2022 4th International Conference on Data Intelligence and Security (ICDIS), IEEE
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.266714Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f15ab50a-468b-4784-b147-b3114f1e1bcf · outbound
This paper cites Machine learning methods for softwarevulnerabilitydetection,in:ProceedingsofthefourthACM internationalworkshoponsecurityandprivacyanalytics.
A systematic literature Review for Transformer-based Software Vulnerability detection Machine learning methods for softwarevulnerabilitydetection,in:ProceedingsofthefourthACM internationalworkshoponsecurityandprivacyanalytics
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.288059Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 318b5bb2-f743-42e6-87be-7c609afb1457 · outbound
This paper cites Data preparation for soft- ware vulnerability prediction: A systematic literature review.
A systematic literature Review for Transformer-based Software Vulnerability detection Data preparation for soft- ware vulnerability prediction: A systematic literature review
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.307166Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3ea52caf-4fcd-4d58-81a7-c93e28f5c18b · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.239423Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2f14162d-f91b-4dce-877c-74bf90540a72 · outbound
This paper cites Multivd: A transformer-based multitask approach for software vulnerability detection, in: Proceedings of the 21st International Conference on Security and Cryptography, pp.
A systematic literature Review for Transformer-based Software Vulnerability detection Multivd: A transformer-based multitask approach for software vulnerability detection, in: Proceedings of the 21st International Conference on Security and Cryptography, pp
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.249593Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 277d8e55-d04f-48cc-ad3d-07129b2b4189 · outbound
This paper cites Cwevulnerabilities.
A systematic literature Review for Transformer-based Software Vulnerability detection Cwevulnerabilities
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.232543Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 68c2ab10-0c47-4d0f-bb11-07961e7005fe · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.229525Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ce37fe36-f720-47d1-9e6d-c072e58d6e58 · outbound
This paper cites Automated Software Engineering 31, 40.
A systematic literature Review for Transformer-based Software Vulnerability detection Automated Software Engineering 31, 40
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.222998Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 90bc2056-9849-45ba-b436-b7625bbb86e5 · outbound
This paper cites Anovelapproachfor software vulnerability detection based on ensemble learning model.
A systematic literature Review for Transformer-based Software Vulnerability detection Anovelapproachfor software vulnerability detection based on ensemble learning model
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.219113Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation fdcbc431-4039-41f3-aa2d-c19f622fb897 · outbound
This paper cites Asystematicliteraturereviewofsoftware vulnerability detection.
A systematic literature Review for Transformer-based Software Vulnerability detection Asystematicliteraturereviewofsoftware vulnerability detection
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.226146Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 798cda9d-92c4-47c5-a93d-18c7f6627743 · outbound
This paper cites Python source code vulnerability detection with named entity recognition.
A systematic literature Review for Transformer-based Software Vulnerability detection Python source code vulnerability detection with named entity recognition
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.236118Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 363401b1-fda2-4082-852a-6446a2edad8a · outbound
This paper cites CodeBERT: A Pre-Trained Model for Programming and Natural Languages.
A systematic literature Review for Transformer-based Software Vulnerability detection CodeBERT: A Pre-Trained Model for Programming and Natural Languages
Reference 22
- Resolution
- verified exact
- arxiv_id, observed 2026-05-13T21:04:26.711779Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0c6bfd4c-9895-4486-86b0-e092f55a0984 · outbound
This paper cites Securefalcon: Are we there yet in automated software vulnerability detection with llms? IEEE Transactions on Software Engineering.
A systematic literature Review for Transformer-based Software Vulnerability detection Securefalcon: Are we there yet in automated software vulnerability detection with llms? IEEE Transactions on Software Engineering
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.242696Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0f7e1613-e081-4589-bd3d-76b9f08ff510 · outbound
This paper cites Testing CPS with design assumptions-based metamorphic relations and genetic programming.
A systematic literature Review for Transformer-based Software Vulnerability detection Testing CPS with design assumptions-based metamorphic relations and genetic programming
Reference 24
- Resolution
- metadata mismatch
- doi, observed 2026-05-09T00:34:30.304345Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6633d542-cc4e-457f-a2c9-3ad4571f5b8a · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.207820Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 90c67d54-5f46-4025-849e-31be11c0133f · outbound
This paper cites Linevul: A transformer-based line-levelvulnerabilityprediction,in:Proceedingsofthe19thInter- nationalConferenceonMiningSoftwareRepositories.
A systematic literature Review for Transformer-based Software Vulnerability detection Linevul: A transformer-based line-levelvulnerabilityprediction,in:Proceedingsofthe19thInter- nationalConferenceonMiningSoftwareRepositories
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.204709Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation addebf26-3bc3-4594-9645-c42e32cb6c03 · outbound
This paper cites sguard+: Machine learning guided rule-based automated vulnerability repair onsmartcontracts.
A systematic literature Review for Transformer-based Software Vulnerability detection sguard+: Machine learning guided rule-based automated vulnerability repair onsmartcontracts
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.211448Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f3344561-3edc-4d23-9775-b91c36db3084 · outbound
This paper cites Software vulnerability analysis and discovery using machine-learning and data-mining techniques: A survey.
A systematic literature Review for Transformer-based Software Vulnerability detection Software vulnerability analysis and discovery using machine-learning and data-mining techniques: A survey
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.214888Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 655719a9-91dd-4035-b311-bb7cd94662d7 · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.192328Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b9e78459-fbbd-458e-8d6a-f147ae671961 · outbound
This paper cites Computers, Materials & Continua 76.
A systematic literature Review for Transformer-based Software Vulnerability detection Computers, Materials & Continua 76
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.195002Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d284c06b-2eac-41af-a450-c7cd083de995 · outbound
This paper cites Detectbert:Codevulnerabilitydetection,in:2024 Global Conference on Communications and Information Technolo- gies (GCCIT), IEEE.
A systematic literature Review for Transformer-based Software Vulnerability detection Detectbert:Codevulnerabilitydetection,in:2024 Global Conference on Communications and Information Technolo- gies (GCCIT), IEEE
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.181976Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation fa30a340-e385-49ca-a043-9e67d63119f9 · outbound
This paper cites Transformer-based semanticembeddingsandhybridneuralnetworksforrobustsoftware vulnerabilitydetection,in:2025InnovationsinPowerandAdvanced Computing Technologies (i-PACT), IEEE.
A systematic literature Review for Transformer-based Software Vulnerability detection Transformer-based semanticembeddingsandhybridneuralnetworksforrobustsoftware vulnerabilitydetection,in:2025InnovationsinPowerandAdvanced Computing Technologies (i-PACT), IEEE
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.185831Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 38b76233-70f7-498d-bfdd-d0512644638d · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.188975Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 80a2b6f5-85ae-4173-b18a-1bd2a0ca9d1d · outbound
This paper cites Vulberta: Simplified source code pre-training for vulnerability detection, in: 2022 International joint conference on neural networks (IJCNN), IEEE.
A systematic literature Review for Transformer-based Software Vulnerability detection Vulberta: Simplified source code pre-training for vulnerability detection, in: 2022 International joint conference on neural networks (IJCNN), IEEE
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.201283Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2d91f5e7-6171-4605-a587-b13e012b1b01 · outbound
This paper cites A systematic literature review on automated software vulnerability detection using machine learning.
A systematic literature Review for Transformer-based Software Vulnerability detection A systematic literature review on automated software vulnerability detection using machine learning
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.245993Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b16e20b7-fbe2-4015-b0fb-14ee2c7b1c0f · outbound
This paper cites Vultr: Software vulnerability detection model based on multi-layer key feature en- hancement.
A systematic literature Review for Transformer-based Software Vulnerability detection Vultr: Software vulnerability detection model based on multi-layer key feature en- hancement
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.299725Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 902588b8-21c8-40a1-a603-fdad4aeeea66 · outbound
This paper cites Linevd: Statement- level vulnerability detection using graph neural networks, in: Pro- ceedings of the 19th international conference on mining software repositories, pp.
A systematic literature Review for Transformer-based Software Vulnerability detection Linevd: Statement- level vulnerability detection using graph neural networks, in: Pro- ceedings of the 19th international conference on mining software repositories, pp
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.167829Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1a54d6d5-c4a8-49e3-80c1-f1d060751036 · outbound
This paper cites Avulnerability detection algorithm based on transformer model, in: International ConferenceonArtificialIntelligenceandSecurity,Springer.pp.43– 55.
A systematic literature Review for Transformer-based Software Vulnerability detection Avulnerability detection algorithm based on transformer model, in: International ConferenceonArtificialIntelligenceandSecurity,Springer.pp.43– 55
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.171493Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 324cff31-b16a-4ba5-a6b4-4700a77dc150 · outbound
This paper cites Anunbiasedtransformersourcecodelearningwithseman- tic vulnerability graph, in: 2023 IEEE 8th European Symposium on Security and Privacy (EuroS&P), IEEE.
A systematic literature Review for Transformer-based Software Vulnerability detection Anunbiasedtransformersourcecodelearningwithseman- tic vulnerability graph, in: 2023 IEEE 8th European Symposium on Security and Privacy (EuroS&P), IEEE
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.153502Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 52578950-7c24-4511-86ed-383f10fdfe3e · outbound
This paper cites Design and evalua- tion of highly accurate smart contract code vulnerability detection framework.
A systematic literature Review for Transformer-based Software Vulnerability detection Design and evalua- tion of highly accurate smart contract code vulnerability detection framework
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.156429Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7c063941-6a9c-4d6c-9a56-7a8941bc4a18 · outbound
This paper cites Haformer:Semanticfusionofhexmachinecodeandassemblycode for cross-architecture binary vulnerability detection.
A systematic literature Review for Transformer-based Software Vulnerability detection Haformer:Semanticfusionofhexmachinecodeandassemblycode for cross-architecture binary vulnerability detection
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.159347Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7ce65b95-ad2a-4cf7-b919-8402ac91a228 · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 42
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.150102Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7519e796-13fb-4be9-9223-37622120c30e · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 43
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.137626Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b0714d23-1548-4482-af0f-3e8ba68169c5 · outbound
This paper cites Transfer learning for software vulnera- bility prediction using transformer models.
A systematic literature Review for Transformer-based Software Vulnerability detection Transfer learning for software vulnera- bility prediction using transformer models
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.140606Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5a9bc8ff-74d6-4709-aa7e-93807c5f0f53 · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 45
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.162009Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3f9df3c5-40f7-41fa-8499-475c7c64b86f · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 46
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.178465Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2e9d01b6-ce22-409c-8510-0354ef35ed61 · outbound
This paper cites Leveraging transformers to discover software vulnerabilities based on source code slices, in: Proceedings of the 2026 Australasian Information Security Confer- ence, pp.
A systematic literature Review for Transformer-based Software Vulnerability detection Leveraging transformers to discover software vulnerabilities based on source code slices, in: Proceedings of the 2026 Australasian Information Security Confer- ence, pp
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.131911Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8b9aeb59-9b4d-47dd-95da-1ed895c38664 · outbound
This paper cites Robustvulnerabilitydetection in solidity-based ethereum smart contracts using fine-tuned trans- former encoder models.
A systematic literature Review for Transformer-based Software Vulnerability detection Robustvulnerabilitydetection in solidity-based ethereum smart contracts using fine-tuned trans- former encoder models
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.121171Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 960a017d-9648-49b5-96df-49e9b26ae567 · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.111933Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e96e4286-eb33-4fc8-a579-6871e7132820 · outbound
This paper cites Guidelinesforperforming systematic literature reviews in software engineering.
A systematic literature Review for Transformer-based Software Vulnerability detection Guidelinesforperforming systematic literature reviews in software engineering
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.109202Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation caaa8023-9939-4625-a52f-efb721e36fc7 · outbound
This paper cites Asurveyondata-drivensoft- ware vulnerability assessment and prioritization.
A systematic literature Review for Transformer-based Software Vulnerability detection Asurveyondata-drivensoft- ware vulnerability assessment and prioritization
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.114760Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 68dedef1-bc82-4b96-ba36-df782c531e3c · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 52
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.117448Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation cefdfcd5-e2f3-4c8d-8a1f-5c0ca4c51d6a · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 53
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.134872Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2ee42b49-320b-4c0d-b1dd-7050af0f9933 · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 54
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.100687Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 76e75c67-6656-4ae2-9196-ab2838c70b72 · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 55
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.103570Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f96441b8-652e-4c2c-9b12-132a006de636 · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 56
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.164458Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4071c729-1244-4c57-9abe-220b3a229dc6 · outbound
This paper cites Software vulnerability detection using deep neural networks: a survey.
A systematic literature Review for Transformer-based Software Vulnerability detection Software vulnerability detection using deep neural networks: a survey
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.106359Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 908192e9-4bc7-4bd8-840d-b67fcb90f721 · outbound
This paper cites Makingvulnerabilitypre- diction more practical: Prediction, categorization, and localization.
A systematic literature Review for Transformer-based Software Vulnerability detection Makingvulnerabilitypre- diction more practical: Prediction, categorization, and localization
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.094876Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation cf302f5c-b8b1-451a-839c-88708223f97c · outbound
This paper cites Automatic software vulnerability detection in binary code, in: International Conference on Machine Learning for Cyber Security, Springer.
A systematic literature Review for Transformer-based Software Vulnerability detection Automatic software vulnerability detection in binary code, in: International Conference on Machine Learning for Cyber Security, Springer
Reference 59
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.098009Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d31f15b3-28b2-4145-a043-5b17970b71c1 · outbound
This paper cites Software vulnerability detectionwithgptandin-contextlearning,in:20238thInternational Conference on Data Science in Cyberspace (DSC), IEEE.
A systematic literature Review for Transformer-based Software Vulnerability detection Software vulnerability detectionwithgptandin-contextlearning,in:20238thInternational Conference on Data Science in Cyberspace (DSC), IEEE
Reference 60
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.174992Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 210682ef-8635-4e2b-8a1c-538834831052 · outbound
This paper cites Pre-training bypredictingprogramdependenciesforvulnerabilityanalysistasks, in:ProceedingsoftheIEEE/ACM46thInternationalConferenceon Software Engineering, pp.
A systematic literature Review for Transformer-based Software Vulnerability detection Pre-training bypredictingprogramdependenciesforvulnerabilityanalysistasks, in:ProceedingsoftheIEEE/ACM46thInternationalConferenceon Software Engineering, pp
Reference 61
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.125112Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d99010b6-8cc4-46df-ac2c-a532c7dcb5d8 · outbound
This paper cites Assessing the effectiveness of vulnerability detection via prompt tuning: An empirical study, in: 2023 30th Asia-Pacific Software Engineering Conference (APSEC), IEEE.
A systematic literature Review for Transformer-based Software Vulnerability detection Assessing the effectiveness of vulnerability detection via prompt tuning: An empirical study, in: 2023 30th Asia-Pacific Software Engineering Conference (APSEC), IEEE
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.080069Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 13f98b4c-0e4e-4802-8cad-561e9a5f489f · outbound
This paper cites Harnessing the power of llms in source code vulnerability detection, in: MILCOM 2024-2024 IEEE Military Communications Conference (MILCOM), IEEE.
A systematic literature Review for Transformer-based Software Vulnerability detection Harnessing the power of llms in source code vulnerability detection, in: MILCOM 2024-2024 IEEE Military Communications Conference (MILCOM), IEEE
Reference 63
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.083685Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ccc93bc5-803e-4208-aa1f-0dafa0c0a583 · outbound
This paper cites A transformer- based ide plugin for vulnerability detection, in: Proceedings of the 37th IEEE/ACM International Conference on Automated Software Engineering, pp.
A systematic literature Review for Transformer-based Software Vulnerability detection A transformer- based ide plugin for vulnerability detection, in: Proceedings of the 37th IEEE/ACM International Conference on Automated Software Engineering, pp
Reference 64
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.086948Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 380ab085-c811-4940-abca-40f227bcf527 · outbound
This paper cites Healthcarefrauddetectionusingadaptivelearninganddeeplearning techniques.
A systematic literature Review for Transformer-based Software Vulnerability detection Healthcarefrauddetectionusingadaptivelearninganddeeplearning techniques
Reference 65
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.073770Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 48d87499-762f-4c71-ba43-8177f0c44405 · outbound
This paper cites Secureqwen:Leverag- ingllmsforvulnerabilitydetectioninpythoncodebases.
A systematic literature Review for Transformer-based Software Vulnerability detection Secureqwen:Leverag- ingllmsforvulnerabilitydetectioninpythoncodebases
Reference 66
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.146996Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5c4ef5ef-01d9-4120-b6ce-9a1d1dd6e9ab · outbound
This paper cites Ladle: a method for unsupervised anomaly detection across log types.
A systematic literature Review for Transformer-based Software Vulnerability detection Ladle: a method for unsupervised anomaly detection across log types
Reference 67
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.143937Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8567245c-3f35-43e2-9c2c-022a49a4423e · outbound
This paper cites Mando-hgt: Heterogeneous graph transformers for smart contract vulnerability detection, in: 2023 IEEE/ACM 20th International Conference on Mining Software Repositories (MSR), IEEE.
A systematic literature Review for Transformer-based Software Vulnerability detection Mando-hgt: Heterogeneous graph transformers for smart contract vulnerability detection, in: 2023 IEEE/ACM 20th International Conference on Mining Software Repositories (MSR), IEEE
Reference 68
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.070807Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d734e782-218f-4b1e-a081-7274b70aca64 · outbound
This paper cites Abundant modalities offermorenutrients:Multi-modal-basedfunction-levelvulnerability detection.
A systematic literature Review for Transformer-based Software Vulnerability detection Abundant modalities offermorenutrients:Multi-modal-basedfunction-levelvulnerability detection
Reference 69
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.067615Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation bdd0589f-76af-4846-a136-074b96edf5aa · outbound
This paper cites Open science in software engineering: A study on deep learning- based vulnerability detection.
A systematic literature Review for Transformer-based Software Vulnerability detection Open science in software engineering: A study on deep learning- based vulnerability detection
Reference 70
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.076996Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b2220387-d76b-4491-8691-6d77c9baf6b3 · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 71
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.062131Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6136ef76-564d-492a-9d9b-cd577ea6d557 · outbound
This paper cites Real-world examples of application security breaches.
A systematic literature Review for Transformer-based Software Vulnerability detection Real-world examples of application security breaches
Reference 72
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.056216Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f0f2afef-4a50-4658-a525-c3b686733df6 · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 73
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.064772Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a039f693-2c17-45be-8601-2a23d7da539f · outbound
This paper cites Codebert-based embeddings for detecting vulnerable smartcontracts,in:2025IEEE50thConferenceonLocalComputer Networks (LCN), IEEE.
A systematic literature Review for Transformer-based Software Vulnerability detection Codebert-based embeddings for detecting vulnerable smartcontracts,in:2025IEEE50thConferenceonLocalComputer Networks (LCN), IEEE
Reference 74
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.198059Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d67ef3e1-1f75-4186-9827-d8b6aea32e99 · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 75
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.044162Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7e830c46-f2d5-43b9-b7aa-e18b9ae30352 · outbound
This paper cites Software vulnerability detection using large language models, in: 2023 IEEE 34th International Symposium on Software Reliability Engineering Workshops (ISSREW), IEEE.
A systematic literature Review for Transformer-based Software Vulnerability detection Software vulnerability detection using large language models, in: 2023 IEEE 34th International Symposium on Software Reliability Engineering Workshops (ISSREW), IEEE
Reference 76
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.047192Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3d628c90-4964-422b-a8ac-79a60ed808c1 · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 77
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.053073Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5f09cc0a-186e-4ead-9ed8-83956b6ae117 · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 78
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.058974Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3f5c8533-757a-4d4c-85ad-de5a274120cb · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 79
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.089697Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8a2a1086-0204-4163-b770-fc6f6c051857 · outbound
This paper cites Vulnerai: Gpt based web ap- plication vulnerability detection, in: 2024 International Conference onArtificialIntelligence,MetaverseandCybersecurity(ICAMAC), IEEE.
A systematic literature Review for Transformer-based Software Vulnerability detection Vulnerai: Gpt based web ap- plication vulnerability detection, in: 2024 International Conference onArtificialIntelligence,MetaverseandCybersecurity(ICAMAC), IEEE
Reference 80
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.024858Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 27ef515f-8d5d-4eec-812c-b4f23117b935 · outbound
This paper cites Android source code vulnerability detection: a systematic literature review.
A systematic literature Review for Transformer-based Software Vulnerability detection Android source code vulnerability detection: a systematic literature review
Reference 81
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.031428Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9f41625f-0b43-4ab8-ab16-bc56ca54b928 · outbound
This paper cites Cegt: Smart contract vulnerability detection via connectivity-enhanced gcn-transformer.
A systematic literature Review for Transformer-based Software Vulnerability detection Cegt: Smart contract vulnerability detection via connectivity-enhanced gcn-transformer
Reference 82
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.034636Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 42427b50-d0f8-41c2-a2a3-13531505d6c7 · outbound
This paper cites Vuldetect: A novel technique for detecting software vulnerabilities using language models.
A systematic literature Review for Transformer-based Software Vulnerability detection Vuldetect: A novel technique for detecting software vulnerabilities using language models
Reference 83
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.013744Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f107d196-b14d-40bb-aa74-12e6fffd8c7e · outbound
This paper cites Robustvulnerabil- ity detection across compilations: Llvm-ir vs.
A systematic literature Review for Transformer-based Software Vulnerability detection Robustvulnerabil- ity detection across compilations: Llvm-ir vs
Reference 84
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.009687Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f8b6d022-e391-418b-b3a1-7a8cb2d187ef · outbound
This paper cites A systematic literature review on automated software vulnerability detection using machine learning.
A systematic literature Review for Transformer-based Software Vulnerability detection A systematic literature review on automated software vulnerability detection using machine learning
Reference 85
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.017703Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4ea7bf37-57e7-428f-9cef-35bcb784bee8 · outbound
This paper cites Atransformer-basedframe- workforsoftwarevulnerabilitydetectionusingattention-drivencon- volutional neural networks.
A systematic literature Review for Transformer-based Software Vulnerability detection Atransformer-basedframe- workforsoftwarevulnerabilitydetectionusingattention-drivencon- volutional neural networks
Reference 86
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.038127Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4b31b2d4-2e3a-4f8a-ad20-d647c53e3dd1 · outbound
This paper cites A systematic literature review and quality analysis of javascript malware detection.
A systematic literature Review for Transformer-based Software Vulnerability detection A systematic literature review and quality analysis of javascript malware detection
Reference 87
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:10.998200Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8a44837c-d2b7-408c-b854-9ba48e57229d · outbound
This paper cites Source code vulnerability detection based on deep learning: a review.
A systematic literature Review for Transformer-based Software Vulnerability detection Source code vulnerability detection based on deep learning: a review
Reference 88
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.005631Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 96225b88-3b02-45ae-b1c9-018b2f134d7f · outbound
This paper cites Codevul+: A structure-aware framework for cross-repository vulnerability detec- tion,in:2025IEEEInternationalConferenceonBigData(BigData), IEEE.
A systematic literature Review for Transformer-based Software Vulnerability detection Codevul+: A structure-aware framework for cross-repository vulnerability detec- tion,in:2025IEEEInternationalConferenceonBigData(BigData), IEEE
Reference 89
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:10.988333Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e4ff6561-9330-4f91-ac2f-9a2c16c9da65 · outbound
This paper cites Hgtjit: Just-in-time vulnerability detection based on heterogeneousgraphtransformer.IEEETransactionsonDependable and Secure Computing.
A systematic literature Review for Transformer-based Software Vulnerability detection Hgtjit: Just-in-time vulnerability detection based on heterogeneousgraphtransformer.IEEETransactionsonDependable and Secure Computing
Reference 90
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.277806Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 049dc010-cbb5-4de1-bef6-db74c779fa9b · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 91
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.281017Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 46a08108-924e-47bb-a1db-bc3fc494c44b · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 92
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:10.984580Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c79c10bc-7ab3-4e65-a543-a5c42902dfbf · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 93
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:11.273870Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 41046cfc-ee8e-4617-8bf7-530999a1063b · outbound
This paper cites Journal of Theoreti- cal and Applied Information Technology 103.
A systematic literature Review for Transformer-based Software Vulnerability detection Journal of Theoreti- cal and Applied Information Technology 103
Reference 94
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:10.991540Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d979c327-3792-49a8-a8d8-26001d50db5e · outbound
This paper cites Transformer-based statement level vulnerability detection by cross- modal fine-grained features capture.
A systematic literature Review for Transformer-based Software Vulnerability detection Transformer-based statement level vulnerability detection by cross- modal fine-grained features capture
Reference 95
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.291894Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b15c2281-9c3b-4ee3-863c-a9173687bde6 · outbound
This paper cites Transformer-based language models for software vul- nerability detection, in: Proceedings of the 38th Annual Computer Security Applications Conference, pp.
A systematic literature Review for Transformer-based Software Vulnerability detection Transformer-based language models for software vul- nerability detection, in: Proceedings of the 38th Annual Computer Security Applications Conference, pp
Reference 96
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:11.295963Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1611dec2-f3d2-4fc8-8da9-c22c0d07bead · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 97
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:10.974879Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2159af1b-7ac6-4ffc-85e6-c5899dadb000 · outbound
This paper cites an unresolved cited work.
A systematic literature Review for Transformer-based Software Vulnerability detection Unresolved cited work
Reference 98
- Resolution
- unresolved
- raw_fallback, observed 2026-05-26T22:33:10.977730Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 355ac61c-b0e0-4a45-b648-a75dd75ad357 · outbound
This paper cites Attention is all you need.
A systematic literature Review for Transformer-based Software Vulnerability detection Attention is all you need
Reference 99
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:10.971458Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation dd142b1f-d696-4050-b562-d28b72076363 · outbound
This paper cites An extensive study of the effects of different deep learning models on code vulnerability detection in python code.
A systematic literature Review for Transformer-based Software Vulnerability detection An extensive study of the effects of different deep learning models on code vulnerability detection in python code
Reference 100
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-26T22:33:10.963875Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Pith citing papers
Observation 2328bbd5-fa93-4781-9bfb-d172febdfb10 · inbound
Early Comparative Evaluation of Transformer Models for Multilingual Software Vulnerability Detection cites this paper.
Early Comparative Evaluation of Transformer Models for Multilingual Software Vulnerability Detection A systematic literature Review for Transformer-based Software Vulnerability detection
Reference 14
- Resolution
- verified exact
- local_arxiv, observed 2026-06-27T14:00:59.873658Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.