Generalization-Enhanced Code Vulnerability Detection via Multi-Task
Instruction Fine-Tuning

Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-Tuning

6 June 2024

Hai Jin

Papers citing "Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-Tuning"

9 / 9 papers shown

Title
R2Vul: Learning to Reason about Software Vulnerabilities with Reinforcement Learning and Structured Reasoning Distillation M. Weyssow Chengran Yang Junkai Chen Yikun Li Huihui Huang ... Han Wei Ang Frank Liauw Eng Lieh Ouh Lwin Khin Shar David Lo LRM 33 0 0 07 Apr 2025
Vulnerability Detection: From Formal Verification to Large Language Models and Hybrid Approaches: A Comprehensive Overview Norbert Tihanyi Tamás Bisztray M. Ferrag Bilel Cherif Richard A. Dubniczky Ridhi Jain Lucas C. Cordeiro 35 0 0 13 Mar 2025
Multi-Programming Language Sandbox for LLMs Shihan Dou Jiazheng Zhang Jianxiang Zang Yunbo Tao W. Zhou ... Yixin Cao Tao Gui Xipeng Qiu Qi Zhang Xuanjing Huang 51 1 0 30 Oct 2024
Comparing Unidirectional, Bidirectional, and Word2vec Models for Discovering Vulnerabilities in Compiled Lifted Code Gary A. McCully John D. Hastings Shengjie Xu Adam Fortier 28 2 0 26 Sep 2024
MarsCode Agent: AI-native Automated Bug Fixing Y. Liu Pengfei Gao Xinchen Wang Jie Liu Yexuan Shi Zhao Zhang Chao Peng LLMAG 25 21 0 02 Sep 2024
When LLMs Meet Cybersecurity: A Systematic Literature Review Jie Zhang Haoyu Bu Hui Wen Yu Chen Lun Li Hongsong Zhu 24 36 0 06 May 2024
An Extensive Study on Adversarial Attack against Pre-trained Models of Code Xiaohu Du Ming Wen Zichao Wei Shangwen Wang Hai Jin AAML 27 15 0 13 Nov 2023
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 303 11,730 0 04 Mar 2022
CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation Shuai Lu Daya Guo Shuo Ren Junjie Huang Alexey Svyatkovskiy ... Nan Duan Neel Sundaresan Shao Kun Deng Shengyu Fu Shujie Liu ELM 190 853 0 09 Feb 2021