Browse State-of-the-Art › Vulnerability Detection › Papers, page 2
Vulnerability Detection
Papers archive 2025-07-28
archive papers tagged: 216 · with a code link: 72 · where Syntology ran a sample: 8 (7 with a run with no instrument failure, 1 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (8 of 216 tagged: 7 with a run with no instrument failure, 1 where every run was a failure of Syntology's instrument)
Page 2 of 3: papers 101 to 200 of 216, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.
Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.
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A Multi-Agent Framework for Automated Vulnerability Detection and Repair in Solidity and Move Smart Contracts22 Feb 2025 0 repositories listed
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SmartLLM: Smart Contract Auditing using Custom Generative AI17 Feb 2025 0 repositories listed
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LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights10 Feb 2025 0 repositories listed
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Large Language Models for In-File Vulnerability Localization Can Be "Lost in the End"9 Feb 2025 0 repositories listed
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Evaluating Large Language Models in Vulnerability Detection Under Variable Context Windows30 Jan 2025 0 repositories listed
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Automating the Detection of Code Vulnerabilities by Analyzing GitHub Issues9 Jan 2025 0 repositories listed
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CGP-Tuning: Structure-Aware Soft Prompt Tuning for Code Vulnerability Detection8 Jan 2025 0 repositories listed
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Closing the Gap: A User Study on the Real-world Usefulness of AI-powered Vulnerability Detection & Repair in the IDE18 Dec 2024 0 repositories listed
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On the Compression of Language Models for Code: An Empirical Study on CodeBERT18 Dec 2024 0 repositories listed
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Can LLM Prompting Serve as a Proxy for Static Analysis in Vulnerability Detection16 Dec 2024 0 repositories listed
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Knowledge Migration Framework for Smart Contract Vulnerability Detection15 Dec 2024 0 repositories listed
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SoK: On Closing the Applicability Gap in Automated Vulnerability Detection15 Dec 2024 0 repositories listed
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MVD: A Multi-Lingual Software Vulnerability Detection Framework9 Dec 2024 0 repositories listed
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On the Lack of Robustness of Binary Function Similarity Systems5 Dec 2024 0 repositories listed
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Impact of Data Snooping on Deep Learning Models for Locating Vulnerabilities in Lifted Code3 Dec 2024 0 repositories listed
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SmartLLMSentry: A Comprehensive LLM Based Smart Contract Vulnerability Detection Framework28 Nov 2024 0 repositories listed
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An Empirical Study of Vulnerability Detection using Federated Learning25 Nov 2024 0 repositories listed
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EnStack: An Ensemble Stacking Framework of Large Language Models for Enhanced Vulnerability Detection in Source Code25 Nov 2024 0 repositories listed
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LProtector: An LLM-driven Vulnerability Detection System10 Nov 2024 0 repositories listed
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Smart-LLaMA: Two-Stage Post-Training of Large Language Models for Smart Contract Vulnerability Detection and Explanation9 Nov 2024 0 repositories listed
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Automated Vulnerability Detection Using Deep Learning Technique29 Oct 2024 0 repositories listed
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AI Cyber Risk Benchmark: Automated Exploitation Capabilities29 Oct 2024 0 repositories listed
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RealVul: Can We Detect Vulnerabilities in Web Applications with LLM?10 Oct 2024 0 repositories listed
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Data Quality Issues in Vulnerability Detection Datasets8 Oct 2024 0 repositories listed
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Code Vulnerability Repair with Large Language Model using Context-Aware Prompt Tuning27 Sep 2024 0 repositories listed
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VulnLLMEval: A Framework for Evaluating Large Language Models in Software Vulnerability Detection and Patching16 Sep 2024 0 repositories listed
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Detection Made Easy: Potentials of Large Language Models for Solidity Vulnerabilities15 Sep 2024 0 repositories listed
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ANVIL: Anomaly-based Vulnerability Identification without Labelled Training Data28 Aug 2024 0 repositories listed
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Top Score on the Wrong Exam: On Benchmarking in Machine Learning for Vulnerability Detection23 Aug 2024 0 repositories listed
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Learning-based Models for Vulnerability Detection: An Extensive Study14 Aug 2024 0 repositories listed
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VulCatch: Enhancing Binary Vulnerability Detection through CodeT5 Decompilation and KAN Advanced Feature Extraction13 Aug 2024 0 repositories listed
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Harnessing the Power of LLMs in Source Code Vulnerability Detection7 Aug 2024 0 repositories listed
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From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future5 Aug 2024 0 repositories listed
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A Qualitative Study on Using ChatGPT for Software Security: Perception vs. Practicality1 Aug 2024 0 repositories listed
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Automated Software Vulnerability Static Code Analysis Using Generative Pre-Trained Transformer Models31 Jul 2024 0 repositories listed
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Vulnerability Detection in Ethereum Smart Contracts via Machine Learning: A Qualitative Analysis26 Jul 2024 0 repositories listed
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Comparison of Static Application Security Testing Tools and Large Language Models for Repo-level Vulnerability Detection23 Jul 2024 0 repositories listed
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Retrieval Augmented Generation Integrated Large Language Models in Smart Contract Vulnerability Detection20 Jul 2024 0 repositories listed
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FuzzTheREST: An Intelligent Automated Black-box RESTful API Fuzzer19 Jul 2024 0 repositories listed
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SCoPE: Evaluating LLMs for Software Vulnerability Detection19 Jul 2024 0 repositories listed
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Vulnerability Detection in Smart Contracts: A Comprehensive Survey8 Jul 2024 0 repositories listed
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Dual-view Aware Smart Contract Vulnerability Detection for Ethereum29 Jun 2024 0 repositories listed
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Prompt Injection Attacks in Defended Systems20 Jun 2024 0 repositories listed
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Vul-RAG: Enhancing LLM-based Vulnerability Detection via Knowledge-level RAG17 Jun 2024 0 repositories listed
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Security Vulnerability Detection with Multitask Self-Instructed Fine-Tuning of Large Language Models9 Jun 2024 0 repositories listed
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Explaining the Contributing Factors for Vulnerability Detection in Machine Learning5 Jun 2024 0 repositories listed
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Bi-Directional Transformers vs. word2vec: Discovering Vulnerabilities in Lifted Compiled Code31 May 2024 0 repositories listed
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Harnessing Large Language Models for Software Vulnerability Detection: A Comprehensive Benchmarking Study24 May 2024 0 repositories listed
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Vulnerability Detection in C/C++ Code with Deep Learning20 May 2024 0 repositories listed
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Transfer Learning in Pre-Trained Large Language Models for Malware Detection Based on System Calls15 May 2024 0 repositories listed
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MetaReflection: Learning Instructions for Language Agents using Past Reflections13 May 2024 0 repositories listed
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Tasks People Prompt: A Taxonomy of LLM Downstream Tasks in Software Verification and Falsification Approaches14 Apr 2024 0 repositories listed
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Beyond Random Inputs: A Novel ML-Based Hardware Fuzzing10 Apr 2024 0 repositories listed
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Dynamic Neural Control Flow Execution: An Agent-Based Deep Equilibrium Approach for Binary Vulnerability Detection3 Apr 2024 0 repositories listed
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To Err is Machine: Vulnerability Detection Challenges LLM Reasoning25 Mar 2024 0 repositories listed
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A Survey of Source Code Representations for Machine Learning-Based Cybersecurity Tasks15 Mar 2024 0 repositories listed
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CovRL: Fuzzing JavaScript Engines with Coverage-Guided Reinforcement Learning for LLM-based Mutation19 Feb 2024 0 repositories listed
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Evaluation of ChatGPT's Smart Contract Auditing Capabilities Based on Chain of Thought19 Feb 2024 0 repositories listed
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LLM4Vuln: A Unified Evaluation Framework for Decoupling and Enhancing LLMs' Vulnerability Reasoning29 Jan 2024 0 repositories listed
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A Systematic Literature Review on Explainability for Machine/Deep Learning-based Software Engineering Research26 Jan 2024 0 repositories listed
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Your Instructions Are Not Always Helpful: Assessing the Efficacy of Instruction Fine-tuning for Software Vulnerability Detection15 Jan 2024 0 repositories listed
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LLbezpeky: Leveraging Large Language Models for Vulnerability Detection2 Jan 2024 0 repositories listed
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Exploring the Limits of ChatGPT in Software Security Applications8 Dec 2023 0 repositories listed
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A Survey on Large Language Model (LLM) Security and Privacy: The Good, the Bad, and the Ugly4 Dec 2023 0 repositories listed
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ActiveClean: Generating Line-Level Vulnerability Data via Active Learning4 Dec 2023 0 repositories listed
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Do Language Models Learn Semantics of Code? A Case Study in Vulnerability Detection7 Nov 2023 0 repositories listed
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Vignat: Vulnerability identification by learning code semantics via graph attention networks30 Oct 2023 0 repositories listed
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Towards Causal Deep Learning for Vulnerability Detection12 Oct 2023 0 repositories listed
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Evolving Diverse Red-team Language Models in Multi-round Multi-agent Games30 Sep 2023 0 repositories listed
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XGV-BERT: Leveraging Contextualized Language Model and Graph Neural Network for Efficient Software Vulnerability Detection26 Sep 2023 0 repositories listed
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VulnSense: Efficient Vulnerability Detection in Ethereum Smart Contracts by Multimodal Learning with Graph Neural Network and Language Model15 Sep 2023 0 repositories listed
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Using ChatGPT as a Static Application Security Testing Tool28 Aug 2023 0 repositories listed
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ZeroLeak: Using LLMs for Scalable and Cost Effective Side-Channel Patching24 Aug 2023 0 repositories listed
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SecureFalcon: Are We There Yet in Automated Software Vulnerability Detection with LLMs?13 Jul 2023 0 repositories listed
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Augmenting Greybox Fuzzing with Generative AI11 Jun 2023 0 repositories listed
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Feature Engineering-Based Detection of Buffer Overflow Vulnerability in Source Code Using Neural Networks1 Jun 2023 0 repositories listed
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Transformer-based Vulnerability Detection in Code at EditTime: Zero-shot, Few-shot, or Fine-tuning?23 May 2023 0 repositories listed
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Vulnerability Detection Using Two-Stage Deep Learning Models8 May 2023 0 repositories listed
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Redundancy and Concept Analysis for Code-trained Language Models1 May 2023 0 repositories listed
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HyMo: Vulnerability Detection in Smart Contracts using a Novel Multi-Modal Hybrid Model25 Apr 2023 0 repositories listed
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Smart Learning to Find Dumb Contracts (Extended Version)21 Apr 2023 0 repositories listed
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Evaluation of ChatGPT Model for Vulnerability Detection12 Apr 2023 0 repositories listed
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Automated Vulnerability Detection in Source Code Using Quantum Natural Language Processing13 Mar 2023 0 repositories listed
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Software Vulnerability Prediction Knowledge Transferring Between Programming Languages10 Mar 2023 0 repositories listed
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Graph Neural Networks Enhanced Smart Contract Vulnerability Detection of Educational Blockchain8 Mar 2023 0 repositories listed
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VuLASTE: Long Sequence Model with Abstract Syntax Tree Embedding for vulnerability Detection5 Feb 2023 0 repositories listed
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Developing Hands-on Labs for Source Code Vulnerability Detection with AI1 Feb 2023 0 repositories listed
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An Automated Vulnerability Detection Framework for Smart Contracts20 Jan 2023 0 repositories listed
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An Empirical Study of Deep Learning Models for Vulnerability Detection15 Dec 2022 0 repositories listed
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DCDetector: An IoT terminal vulnerability mining system based on distributed deep ensemble learning under source code representation29 Nov 2022 0 repositories listed
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Deep-Learning-based Vulnerability Detection in Binary Executables25 Nov 2022 0 repositories listed
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Potential Auto-driving Threat: Universal Rain-removal Attack18 Nov 2022 0 repositories listed
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Pre-Training Representations of Binary Code Using Contrastive Learning11 Oct 2022 0 repositories listed
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Adding Context to Source Code Representations for Deep Learning30 Jul 2022 0 repositories listed
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Transformer-Based Language Models for Software Vulnerability Detection7 Apr 2022 0 repositories listed
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VUDENC: Vulnerability Detection with Deep Learning on a Natural Codebase for Python20 Jan 2022 0 repositories listed
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Unveiling Project-Specific Bias in Neural Code Models19 Jan 2022 0 repositories listed
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Fine-grained Software Vulnerability Detection via Information Theory and Contrastive Learning29 Sep 2021 0 repositories listed
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GenTAL: Generative Denoising Skip-gram Transformer for Unsupervised Binary Code Similarity Detection29 Sep 2021 0 repositories listed
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Software Vulnerability Detection via Deep Learning over Disaggregated Code Graph Representation7 Sep 2021 0 repositories listed