vulnerability detection

CodeHacker: Automated Test Case Generation for Detecting Vulnerabilities in Competitive Programming Solutions ACL 2026 CTX-Coder: Cross-Attention Architectures Empower LLMs for Long-Context Vulnerability Detection AAAI 2026 DeepGuard: Secure Code Generation via Multi-Layer Semantic Aggregation ACL 2026 HogVul: Black-box Adversarial Code Generation Framework Against LM-based Vulnerability Detectors AAAI 2026 MulVul: Retrieval-augmented Multi-Agent Code Vulnerability Detection via Cross-Model Prompt Evolution ACL 2026 Repairing Regex Vulnerabilities via Localization-Guided Instructions EACL 2026 VFCionX: Bridging Large and Small Models for Robust Vulnerability-Fixing Commit Identification AAAI 2026 VulnBench: A Comprehensive Benchmark for Transformer-Based Vulnerability Detection AAAI 2026 Vulnerability-Aware Robust Multimodal Adversarial Training AAAI 2026 Automated Progressive Red Teaming COLING 2025 Benchmarking LLMs and LLM-based Agents in Practical Vulnerability Detection for Code Repositories ACL 2025 Boosting Vulnerability Detection of LLMs via Curriculum Preference Optimization with Synthetic Reasoning Data ACL 2025 Can You Really Trust Code Copilot? Evaluating Large Language Models from a Code Security Perspective ACL 2025 CLEP: A Novel Contrastive Learning Method for Evolutionary Reentrancy Vulnerability Detection AAAI 2025 CLeVeR: Multi-modal Contrastive Learning for Vulnerability Code Representation ACL 2025 CLNX: Bridging Code and Natural Language for C/C++ Vulnerability-Contributing Commits Identification AAAI 2025 MTVHunter: Smart Contracts Vulnerability Detection Based on Multi-Teacher Knowledge Translation AAAI 2025 SolEval: Benchmarking Large Language Models for Repository-level Solidity Smart Contract Generation EMNLP 2025 Superfluous Instruction: Vulnerabilities Stemming from Task-Specific Superficial Expressions in Instruction Templates ACL 2025 Tighter Clusters, Safer Code? Improving Vulnerability Detection with Enhanced Contrastive Loss NAACL 2025 BertRLFuzzer: A BERT and Reinforcement Learning Based Fuzzer (Student Abstract) AAAI 2024 CodeAgent: Autonomous Communicative Agents for Code Review EMNLP 2024 Defining and Detecting Vulnerability in Human Evaluation Guidelines: A Preliminary Study Towards Reliable NLG Evaluation NAACL 2024 Detecting and Understanding Vulnerabilities in Language Models via Mechanistic Interpretability IJCAI 2024 Detecting Brittle Decisions for Free: Leveraging Margin Consistency in Deep Robust Classifiers NeurIPS 2024