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2305.18607
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How Effective Are Neural Networks for Fixing Security Vulnerabilities
International Symposium on Software Testing and Analysis (ISSTA), 2023
29 May 2023
Yi Wu
Nan Jiang
H. Pham
Thibaud Lutellier
Jordan Davis
Lin Tan
Petr Babkin
Sameena Shah
AAML
Re-assign community
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HuggingFace (2 upvotes)
Papers citing
"How Effective Are Neural Networks for Fixing Security Vulnerabilities"
47 / 47 papers shown
Evaluating LLMs for One-Shot Patching of Real and Artificial Vulnerabilities
Aayush Garg
Zanis Ali Khan
Renzo Degiovanni
Qiang Tang
AAML
160
0
0
28 Nov 2025
Vul-R2: A Reasoning LLM for Automated Vulnerability Repair
Xin-Cheng Wen
Zirui Lin
Yijun Yang
Cuiyun Gao
Deheng Ye
LRM
179
5
0
07 Oct 2025
A Systematic Evaluation of Parameter-Efficient Fine-Tuning Methods for the Security of Code LLMs
Kiho Lee
Jungkon Kim
Doowon Kim
Hyoungshick Kim
128
0
0
16 Sep 2025
Large Language Models for Security Operations Centers: A Comprehensive Survey
Ali Habibzadeh
Farid Feyzi
Reza Ebrahimi Atani
326
4
0
13 Sep 2025
Teaching Code Refactoring Using LLMs
Anshul Khairnar
Aarya Rajoju
Edward F. Gehringer
78
0
0
12 Aug 2025
BitsAI-Fix: LLM-Driven Approach for Automated Lint Error Resolution in Practice
Yuanpeng Li
Qi Long
Zhiyuan Yao
Jian Xu
Lintao Xie
Xu He
Lu Geng
Xin Han
Y. Chen
Wenbo Duan
121
0
0
05 Aug 2025
Repairing vulnerabilities without invisible hands. A differentiated replication study on LLMs
Maria Camporese
Fabio Massacci
143
2
0
28 Jul 2025
CoRe: Benchmarking LLMs Code Reasoning Capabilities through Static Analysis Tasks
Danning Xie
Mingwei Zheng
Xuwei Liu
Jiannan Wang
Chengpeng Wang
Lin Tan
Xiangyu Zhang
ALM
LRM
243
13
0
03 Jul 2025
SAVANT: Vulnerability Detection in Application Dependencies through Semantic-Guided Reachability Analysis
Wang Lingxiang
Quanzhi Fu
Wenjia Song
Gelei Deng
Yi Liu
Dan Williams
Ying Zhang
199
1
0
21 Jun 2025
Identifying Helpful Context for LLM-based Vulnerability Repair: A Preliminary Study
Gábor Antal
Bence Bogenfürst
Rudolf Ferenc
Péter Hegedüs
185
1
0
13 Jun 2025
A Multi-Dataset Evaluation of Models for Automated Vulnerability Repair
ARES (ARES), 2025
Zanis Ali Khan
Aayush Garg
Qiang Tang
331
1
0
05 Jun 2025
TriPSS: A Tri-Modal Keyframe Extraction Framework Using Perceptual, Structural, and Semantic Representations
Mert Can Cakmak
Nitin Agarwal
Diwash Poudel
221
0
0
03 Jun 2025
VulBinLLM: LLM-powered Vulnerability Detection for Stripped Binaries
Nasir Hussain
Haohan Chen
Chanh Tran
Philip Huang
Zhuohao Li
Pravir Chugh
William Chen
Ashish Kundu
Wei Bai
376
5
0
28 May 2025
Eradicating the Unseen: Detecting, Exploiting, and Remediating a Path Traversal Vulnerability across GitHub
ACM Asia Conference on Computer and Communications Security (AsiaCCS), 2025
Jafar Akhoundali
Hamidreza Hamidi
Kristian Rietveld
Olga Gadyatskaya
294
1
0
26 May 2025
Advancing Software Quality: A Standards-Focused Review of LLM-Based Assurance Techniques
Avinash Patil
385
5
0
19 May 2025
An Empirical Study on the Effectiveness of Large Language Models for Binary Code Understanding
Xiuwei Shang
Zhenkan Fu
Shaoyin Cheng
Guoqiang Chen
Gangyang Li
Li Hu
Weinan Zhang
N. Yu
275
2
0
30 Apr 2025
Validating Network Protocol Parsers with Traceable RFC Document Interpretation
Mingwei Zheng
Danning Xie
Qingkai Shi
Chengpeng Wang
Xinming Zhang
425
13
0
25 Apr 2025
Large Language Models for Validating Network Protocol Parsers
Mingwei Zheng
Danning Xie
Xinming Zhang
244
8
0
18 Apr 2025
Using ML filters to help automated vulnerability repairs: when it helps and when it doesn't
Maria Camporese
Fabio Massacci
164
1
0
09 Apr 2025
Reasoning with LLMs for Zero-Shot Vulnerability Detection
Arastoo Zibaeirad
Marco Vieira
AAML
LRM
230
13
0
22 Mar 2025
Benchmarking AI Models in Software Engineering: A Review, Search Tool, and Unified Approach for Elevating Benchmark Quality
Roham Koohestani
Philippe de Bekker
Begüm Koç
Maliheh Izadi
VLM
613
1
0
07 Mar 2025
LeDex: Training LLMs to Better Self-Debug and Explain Code
Neural Information Processing Systems (NeurIPS), 2024
Nan Jiang
Xiaopeng Li
Shiqi Wang
Qiang Zhou
Soneya Binta Hossain
Baishakhi Ray
Varun Kumar
Xiaofei Ma
Hao Ding
LRM
422
39
0
17 Feb 2025
LessLeak-Bench: A First Investigation of Data Leakage in LLMs Across 83 Software Engineering Benchmarks
Xin Zhou
Martin Weyssow
Ratnadira Widyasari
Ting Zhang
Junda He
Yunbo Lyu
Jianming Chang
Beiqi Zhang
Dan Huang
David Lo
PILM
1.0K
33
0
10 Feb 2025
SoK: Towards Effective Automated Vulnerability Repair
Ying Li
Faysal hossain shezan
Bomin wei
Gang Wang
Yuan Tian
448
10
0
31 Jan 2025
Harnessing the Power of LLM to Support Binary Taint Analysis
ACM Transactions on Software Engineering and Methodology (TOSEM), 2023
Puzhuo Liu
Chengnian Sun
Yaowen Zheng
Xuan Feng
Chuan Qin
...
Zhenyang Xu
Zhi Li
Peng Di
Yu Jiang
Limin Sun
545
11
0
10 Jan 2025
Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering
Samuel Abedu
SayedHassan Khatoonabadi
Emad Shihab
402
2
0
05 Dec 2024
CODECLEANER: Elevating Standards with A Robust Data Contamination Mitigation Toolkit
Jialun Cao
Songqiang Chen
Wuqi Zhang
Hau Ching Lo
Shing-Chi Cheung
305
3
0
16 Nov 2024
From Solitary Directives to Interactive Encouragement! LLM Secure Code Generation by Natural Language Prompting
Shigang Liu
Bushra Sabir
Seung Ick Jang
Yuval Kansal
Yansong Gao
Kristen Moore
A. Abuadbba
Surya Nepal
301
5
0
18 Oct 2024
RealVul: Can We Detect Vulnerabilities in Web Applications with LLM?
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Di Cao
Yong Liao
Xiuwei Shang
193
10
0
10 Oct 2024
Code Vulnerability Repair with Large Language Model using Context-Aware Prompt Tuning
Arshiya Khan
Guannan Liu
Xing Gao
KELM
308
6
0
27 Sep 2024
How Well Do Large Language Models Serve as End-to-End Secure Code Agents for Python?
Jianian Gong
Nachuan Duan
Ziheng Tao
Zhaohui Gong
Yuan Yuan
Minlie Huang
ELM
324
2
0
20 Aug 2024
Large Language Models for Cyber Security: A Systematic Literature Review
HanXiang Xu
Shenao Wang
Ningke Li
Kaidi Wang
Yanjie Zhao
Kai Chen
Ting Yu
Yang Liu
Haoyu Wang
694
142
0
08 May 2024
When LLMs Meet Cybersecurity: A Systematic Literature Review
Jie Zhang
Haoyu Bu
Hui Wen
Yu Chen
Lun Li
Hongsong Zhu
419
185
0
06 May 2024
DLAP: A Deep Learning Augmented Large Language Model Prompting Framework for Software Vulnerability Detection
Yanjing Yang
Xin Zhou
Runfeng Mao
Jinwei Xu
Lanxin Yang
Yu Zhangm
Haifeng Shen
He Zhang
297
37
0
02 May 2024
Evaluating Large Language Models for Line-Level Vulnerability Localization
Jian Zhang
Chong Wang
Anran Li
Weisong Sun
Cen Zhang
Wei Ma
Yang Liu
253
25
0
30 Mar 2024
Concerned with Data Contamination? Assessing Countermeasures in Code Language Model
Jialun Cao
Wuqi Zhang
Shing-Chi Cheung
430
24
0
25 Mar 2024
On the effectiveness of Large Language Models for GitHub Workflows
Xinyu Zhang
Siddharth Muralee
Sourag Cherupattamoolayil
Aravind Machiry
334
17
0
19 Mar 2024
Chain-of-Thought Prompting of Large Language Models for Discovering and Fixing Software Vulnerabilities
Yu Nong
Mohammed Aldeen
Long Cheng
Hongxin Hu
Feng Chen
Haipeng Cai
LRM
270
62
0
27 Feb 2024
CodeArt: Better Code Models by Attention Regularization When Symbols Are Lacking
Zian Su
Xiangzhe Xu
Ziyang Huang
Zhuo Zhang
Yapeng Ye
Jianjun Huang
Xiangyu Zhang
OffRL
271
15
0
19 Feb 2024
CigaR: Cost-efficient Program Repair with LLMs
Dávid Hidvégi
K. Etemadi
Sofia Bobadilla
Martin Monperrus
328
35
0
09 Feb 2024
Enhanced Automated Code Vulnerability Repair using Large Language Models
Engineering applications of artificial intelligence (EAAI), 2024
David de-Fitero-Dominguez
Eva García-López
Antonio Garcia-Cabot
J. Martínez-Herráiz
226
31
0
08 Jan 2024
Nova: Generative Language Models for Assembly Code with Hierarchical Attention and Contrastive Learning
International Conference on Learning Representations (ICLR), 2023
Nan Jiang
Chengxiao Wang
Kevin Liu
Xiangzhe Xu
Lin Tan
Xiangyu Zhang
OffRL
375
21
0
22 Nov 2023
Pitfalls in Language Models for Code Intelligence: A Taxonomy and Survey
ACM Transactions on Software Engineering and Methodology (TOSEM), 2023
Xinyu She
Yue Liu
Yanjie Zhao
Yiling He
Li Li
Chakkrit Tantithamthavorn
Zhan Qin
Haoyu Wang
ELM
253
22
0
27 Oct 2023
LLM for SoC Security: A Paradigm Shift
IEEE Access (IEEE Access), 2023
Dipayan Saha
Shams Tarek
Katayoon Yahyaei
S. Saha
Jingbo Zhou
M. Tehranipoor
Farimah Farahmandi
406
89
0
09 Oct 2023
Large Language Model-Powered Smart Contract Vulnerability Detection: New Perspectives
International Conference on Trust, Privacy and Security in Intelligent Systems and Applications (ICPSISA), 2023
Sihao Hu
Tiansheng Huang
Fatih İlhan
Selim Furkan Tekin
Ling Liu
356
106
0
02 Oct 2023
ZeroLeak: Using LLMs for Scalable and Cost Effective Side-Channel Patching
M. Tol
B. Sunar
262
8
0
24 Aug 2023
Large Language Models for Software Engineering: A Systematic Literature Review
ACM Transactions on Software Engineering and Methodology (TOSEM), 2023
Xinying Hou
Yanjie Zhao
Yue Liu
Zhou Yang
Kailong Wang
Li Li
Xiapu Luo
David Lo
John C. Grundy
Haoyu Wang
392
856
0
21 Aug 2023
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