Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T11:59:22.870551Z
Paper Citation Record · LEDGER
As of 13 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 0 inbound Pith citation observations for arXiv:2411.17621.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T11:59:22.870551Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
47 of 47 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 2343db7e-178a-4a47-8bb2-a7e9d32587fa · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Unresolved cited work
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f19cd2b1-6dd7-448e-b5f2-75b96fc0b567 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Buffer overflow vulnerabilities and attacks explained,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 071d62fa-2435-4bf7-ad85-abaa2bc1bceb · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Internet Crime Report,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a5ff1989-0363-4ea5-a70b-40f4626dc5fb · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification 533 million Facebook users’ phone numbers and personal data have been leaked online,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e1e18fe2-2fc9-4aa4-827d-649bfb603718 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Multiclass Classification of Software Vulnerabilities with Deep Learning,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5141802c-d3cc-497c-8c0f-6b1102d14341 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification VMware Flaw a Vector in SolarWinds Breach?,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 36623d0f-61e1-4384-b308-e517d9db2080 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Predicting malware attributes from cy- bersecurity texts,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation cd6dc117-3ba0-43d7-ab5b-a0ddafe908c0 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Team Error Point at BLP-2023 Task 2: A Comparative Exploration of Hybrid Deep Learning and Machine Learning Approach for Advanced Sentiment Analysis Techniques,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4411dbc2-6a91-42e8-a66e-8a1c81b2bb69 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Learning a deep hybrid model for semi-supervised text classification,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4e936e48-f244-4da2-8b7a-ddb0a925168c · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Speaker Role Contextual Modeling for Language Understanding and Dialogue Policy Learning
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9c6a53ed-261c-4ace-beb3-d8f314950969 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Representation Of Lexical Stylistic Features In Language Models' Embedding Space
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4d752b04-7ed6-43ec-81bd-758707007eb4 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification What’s in a region? or computing control dependence regions in near-linear time for reducible control flow,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8eef1b06-7f88-479a-87af-ff1f6a53555a · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification LLM Knows Body Language, Too: Translating Speech V oices into Human Gestures,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation cb4e5d43-0097-468e-8c47-fab8dde35058 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Efficient deep features learning for vulnerability detection using character n-gram embedding,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2f0acfde-c8f2-4abf-895d-8f3416c2f808 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Software Vul- nerability Prediction using Text Analysis Techniques,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 493ee3cc-d77f-4b9a-85d0-23987f983458 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification A multivariate analysis of static code attributes for defect prediction,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 70c699fc-7c08-45c3-9007-296444c2d83e · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification VulSlicer: Vulnerability detection through code slicing,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff994995-df16-4eeb-a894-e8671650950c · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification SlicedLocator: Code vulnerability locator based on sliced dependence graph,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d16978f8-b6c2-4448-8659-fea1dd334f9b · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 27d87904-2b19-4df6-a9dc-7be9e57e9d06 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification V2W- BERT: A Framework for Effective Hierarchical Multiclass Classification of Software Vulnerabilities,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d60452a3-347a-40da-87c6-b8d113627988 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Instruction2vec: Efficient Preprocessor of Assembly Code to Detect Software Weakness with CNN,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 73115c7c-f0b1-4c06-af98-cadd49903394 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Boosting coverage-based fault localization via graph-based representation learning,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation cae0d0f2-102f-436a-8fd0-daaa7d4aeac8 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Combining deep learning with information retrieval to localize buggy files for bug reports (n),
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 497cd5a2-db1c-4baf-8f4b-3254df845718 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification DeepFL: integrating multiple fault diagnosis dimensions for deep fault localization,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9811c20e-ba30-4aec-814f-38ba4f9ef11a · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Fault localization with code coverage representation learning,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 02a3d9bd-f896-47c8-8ded-39a7d66b67b0 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification GraphCodeBERT: Pre-training Code Representations with Data Flow,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4e3e1997-c038-4647-a216-37242cf6cda0 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification CodeBERT: A Pre-Trained Model for Programming and Natural Languages
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46c10e91-bc44-4af6-934d-9793714a5deb · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification LineVul: a transformer-based line- level vulnerability prediction,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44d842a5-82e9-4d8a-a6fb-425486de75b8 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification AIBugHunter: A Practi- cal tool for predicting, classifying and repairing software vulnerabili- ties,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1730aeda-ee64-47dc-b2c0-407f672f495b · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Draper VDISC Dataset- Vulnerability Detection in Source Code
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d3b13680-15bf-498c-9969-293a649f24c2 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification and Park, Y
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 501850da-c74b-4808-babc-7df9e0179cc2 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification and Li, C.H
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ae3abd2f-98f5-425f-8c71-5eb496d873fb · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification and Pan, Y .T
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3025c91a-10c3-4814-a0bf-c5655a3a0e61 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification FastText.zip: Compressing text classification models
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f944946b-7b59-4ab2-9fbd-eca1bbd6115a · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification and Wu, H
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 030bd07e-75d4-4a0e-8c19-63da96bb6008 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification and Manning, C.D., 2014, October
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 78eff4d4-eb6a-48f2-b495-0301f3136ccd · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification and Sivakumar, S., 2022
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation aed68b73-c738-4a0a-8b84-f5fb13620d03 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Stochastic gradient descent classifier-based lightweight intrusion detection systems using the efficient feature subsets of datasets,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1f67772a-1039-44e9-9ea1-4c25a29cf17a · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Multi forests: Variable importance for multi-class outcomes,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9a199766-e97c-49d5-9b05-08710c090284 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification A consolidated decision tree-based intrusion detection system for binary and multiclass imbalanced datasets,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3df57dfb-a576-4aeb-94da-0cdc3067a476 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Identifying domain independent update intents in task based dialogs,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3c9fa594-0900-4304-92a2-09e5ba3fd10d · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification MentalManip: A Dataset For Fine-grained Analysis of Mental Manipulation in Conversations
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 21205b61-2a80-468a-ada7-9097412359d6 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Why Should I Trust You? Explaining the Predictions of Any Classifier,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9108cee2-ff51-470d-a1a6-29b456b595ae · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Why is this code vulnerable to buffer overflow attacks?,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f83a773e-770b-461e-b700-e0ca1ad9b88f · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Multi-class vulnerability prediction using value flow and graph neural networks,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 73858206-524b-4b33-ba15-76be96527301 · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification CodeGraphNet,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0572e2ea-2461-4010-b435-86f57357092a · outbound
A Combined Feature Embedding Tools for Multi-Class Software Defect and Identification Available: https://www.k2io.com/the-final-count- vulnerabilities-up-almost-10-in-2021/
Reference 2022
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
No inbound Pith citation observations are available.