NYU CTF Bench: A Scalable Open-Source Benchmark Dataset for Evaluating LLMs in Offensive Security Jun 8, 2024 Task Planning Vulnerability Detection
Code Code Available 115 Vulnerability Detection with Code Language Models: How Far Are We? Mar 27, 2024 Vulnerability Detection
Code Code Available 35 MoreFixes: A Large-Scale Dataset of CVE Fix Commits Mined through Enhanced Repository Discovery Jul 10, 2024 Vulnerability Detection
Code Code Available 25 An LLM-Assisted Easy-to-Trigger Backdoor Attack on Code Completion Models: Injecting Disguised Vulnerabilities against Strong Detection Jun 10, 2024 Backdoor Attack Code Completion
Code Code Available 25 Finetuning Large Language Models for Vulnerability Detection Jan 30, 2024 Transfer Learning Vulnerability Detection
Code Code Available 25 Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-Tuning Jun 6, 2024 Multi-Task Learning Vulnerability Detection
Code Code Available 25 Combining Graph Neural Networks with Expert Knowledge for Smart Contract Vulnerability Detection Jul 24, 2021 Vulnerability Detection
Code Code Available 15 When Less is Enough: Positive and Unlabeled Learning Model for Vulnerability Detection Aug 21, 2023 Representation Learning Vulnerability Detection
Code Code Available 15 GraphSearchNet: Enhancing GNNs via Capturing Global Dependencies for Semantic Code Search Nov 4, 2021 Code Search Code Summarization
Code Code Available 15 VulBERTa: Simplified Source Code Pre-Training for Vulnerability Detection May 25, 2022 Vulnerability Detection
Code Code Available 15 Large Language Model-Powered Smart Contract Vulnerability Detection: New Perspectives Oct 2, 2023 Language Modeling Language Modelling
Code Code Available 15 GPTScan: Detecting Logic Vulnerabilities in Smart Contracts by Combining GPT with Program Analysis Aug 7, 2023 Vulnerability Detection
Code Code Available 15 Is Function Similarity Over-Engineered? Building a Benchmark Oct 30, 2024 Malware Analysis Vulnerability Detection
Code Code Available 15 MANDO: Multi-Level Heterogeneous Graph Embeddings for Fine-Grained Detection of Smart Contract Vulnerabilities Aug 28, 2022 Graph Attention Vulnerability Detection
Code Code Available 15 The Hitchhiker's Guide to Program Analysis, Part II: Deep Thoughts by LLMs Apr 16, 2025 Vulnerability Detection
Code Code Available 15 VulCNN: An Image-inspired Scalable Vulnerability Detection System Jun 20, 2022 image-classification Image Classification
Code Code Available 15 ReGVD: Revisiting Graph Neural Networks for Vulnerability Detection Oct 14, 2021 Graph Embedding Graph Neural Network
Code Code Available 15 R2Vul: Learning to Reason about Software Vulnerabilities with Reinforcement Learning and Structured Reasoning Distillation Apr 7, 2025 valid Vulnerability Detection
Code Code Available 15 An Unbiased Transformer Source Code Learning with Semantic Vulnerability Graph Apr 17, 2023 Vulnerability Detection
Code Code Available 15 Illuminati: Towards Explaining Graph Neural Networks for Cybersecurity Analysis Mar 26, 2023 Fraud Detection Vulnerability Detection
Code Code Available 15 Trex: Learning Execution Semantics from Micro-Traces for Binary Similarity Dec 16, 2020 Transfer Learning Vulnerability Detection
Code Code Available 15 How Far Have We Gone in Vulnerability Detection Using Large Language Models Nov 21, 2023 Vulnerability Detection
Code Code Available 15 IoTvulCode: AI-enabled vulnerability detection in software products designed for IoT applications May 9, 2024 Vulnerability Detection
Code Code Available 15 Uncovering the Limits of Machine Learning for Automatic Vulnerability Detection Jun 28, 2023 Benchmarking Data Augmentation
Code Code Available 15 A Survey on Machine Learning Techniques for Source Code Analysis Oct 18, 2021 BIG-bench Machine Learning Vulnerability Detection
Code Code Available 15 Learning to Quantize Vulnerability Patterns and Match to Locate Statement-Level Vulnerabilities May 26, 2023 Vulnerability Detection
Code Code Available 15 Learning Program Semantics with Code Representations: An Empirical Study Mar 22, 2022 Clone Detection Code Classification
Code Code Available 15 LIVABLE: Exploring Long-Tailed Classification of Software Vulnerability Types Jun 12, 2023 Classification Graph Neural Network
Code Code Available 15 Smart Contract Vulnerability Detection: From Pure Neural Network to Interpretable Graph Feature and Expert Pattern Fusion Jun 17, 2021 Deep Learning Vulnerability Detection
Code Code Available 15 Dataflow Analysis-Inspired Deep Learning for Efficient Vulnerability Detection Dec 15, 2022 Deep Learning Graph Learning
Code Code Available 15 Investigating Large Language Models for Code Vulnerability Detection: An Experimental Study Dec 24, 2024 Vulnerability Detection
Code Code Available 15 Cross Project Software Vulnerability Detection via Domain Adaptation and Max-Margin Principle Sep 19, 2022 Domain Adaptation Representation Learning
Code Code Available 15 CRAKEN: Cybersecurity LLM Agent with Knowledge-Based Execution May 21, 2025 Large Language Model Task Planning
Code Code Available 15 D2A: A Dataset Built for AI-Based Vulnerability Detection Methods Using Differential Analysis Feb 16, 2021 Bug fixing Vulnerability Detection
Code Code Available 15 Deep Smart Contract Intent Detection Nov 19, 2022 Intent Detection Multi-Label Classification
Code Code Available 15 EaTVul: ChatGPT-based Evasion Attack Against Software Vulnerability Detection Jul 27, 2024 Adversarial Attack Vulnerability Detection
Code Code Available 15 CryptoFormalEval: Integrating LLMs and Formal Verification for Automated Cryptographic Protocol Vulnerability Detection Nov 20, 2024 Vulnerability Detection
Code Code Available 15 DiverseVul: A New Vulnerable Source Code Dataset for Deep Learning Based Vulnerability Detection Apr 1, 2023 Deep Learning Feature Engineering
Code Code Available 15 Stack-based Buffer Overflow Detection using Recurrent Neural Networks Dec 30, 2020 Vulnerability Detection
Code Code Available 15 Eth2Vec: Learning Contract-Wide Code Representations for Vulnerability Detection on Ethereum Smart Contracts Jan 7, 2021 BIG-bench Machine Learning Vulnerability Detection
Code Code Available 15 VulScribeR: Exploring RAG-based Vulnerability Augmentation with LLMs Aug 7, 2024 Code Generation Data Augmentation
Code Code Available 15 CASTLE: Benchmarking Dataset for Static Code Analyzers and LLMs towards CWE Detection Mar 12, 2025 Benchmarking Code Classification
Code Code Available 15 Graph Neural Networks for Vulnerability Detection: A Counterfactual Explanation Apr 24, 2024 counterfactual Counterfactual Explanation
Code Code Available 15 VulDetectBench: Evaluating the Deep Capability of Vulnerability Detection with Large Language Models Jun 11, 2024 Vulnerability Detection
Code Code Available 15 Automated Vulnerability Detection in Source Code Using Deep Representation Learning Jul 11, 2018 Representation Learning Vulnerability Detection
Code Code Available 05 AndroShield: Automated Android Applications Vulnerability Detection, a Hybrid Static and Dynamic Analysis Approach Oct 22, 2019 Anomaly Detection Mobile Security
Code Code Available 05 Machine Learning Techniques for Python Source Code Vulnerability Detection Apr 15, 2024 Vulnerability Detection
Code Code Available 05 MTVHunter: Smart Contracts Vulnerability Detection Based on Multi-Teacher Knowledge Translation Feb 24, 2025 Denoising Vulnerability Detection
Code Code Available 05 Leveraging Generative AI to Enhance Automated Vulnerability Scoring Dec 7, 2024 Large Language Model Vulnerability Detection
Code Code Available 05 Large Language Models for Cyber Security: A Systematic Literature Review May 8, 2024 Explainable Models Intrusion Detection
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