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Xiaoning Du 0001
Person information
- affiliation: Monash University, Clayton, VIC, Australia
- affiliation (PhD 2020): Nanyang Technological University, Singapore
Other persons with the same name
- Xiaoning Du 0002 — Xi'an Jiaotong University, Xi'an, China
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Books and Theses
- 2020
- [b1]Xiaoning Du:
Towards secure and robust stateful deep learning systems with model-based analysis. Nanyang Technological University, Singapore, 2020
Journal Articles
- 2022
- [j2]Chao Ren
, Xiaoning Du, Yan Xu
, Qun Song, Yang Liu
, Rui Tan
:
Vulnerability Analysis, Robustness Verification, and Mitigation Strategy for Machine Learning-Based Power System Stability Assessment Model Under Adversarial Examples. IEEE Trans. Smart Grid 13(2): 1622-1632 (2022) - 2021
- [j1]Xiaoning Du
, Alwen Tiu
, Kun Cheng
, Yang Liu
:
Trace-Length Independent Runtime Monitoring of Quantitative Policies. IEEE Trans. Dependable Secur. Comput. 18(3): 1489-1510 (2021)
Conference and Workshop Papers
- 2024
- [c22]Peter Ince, Xiapu Luo, Jiangshan Yu, Joseph K. Liu, Xiaoning Du:
Detect Llama - Finding Vulnerabilities in Smart Contracts Using Large Language Models. ACISP (3) 2024: 424-443 - [c21]Zhensu Sun
, Xiaoning Du
, Fu Song
, Shangwen Wang
, Li Li
:
When Neural Code Completion Models Size up the Situation: Attaining Cheaper and Faster Completion through Dynamic Model Inference. ICSE 2024: 75:1-75:12 - [c20]Triet Huynh Minh Le
, Xiaoning Du
, Muhammad Ali Babar
:
Are Latent Vulnerabilities Hidden Gems for Software Vulnerability Prediction? An Empirical Study. MSR 2024: 716-727 - 2023
- [c19]Zhensu Sun, Xiaoning Du, Fu Song, Shangwen Wang, Mingze Ni, Li Li:
Don't Complete It! Preventing Unhelpful Code Completion for Productive and Sustainable Neural Code Completion Systems. ICSE Companion 2023: 324-325 - [c18]Longtian Wang
, Xiaofei Xie
, Xiaoning Du
, Meng Tian
, Qing Guo
, Zheng Yang
, Chao Shen
:
DistXplore: Distribution-Guided Testing for Evaluating and Enhancing Deep Learning Systems. ESEC/SIGSOFT FSE 2023: 68-80 - [c17]Zhensu Sun
, Xiaoning Du
, Fu Song
, Li Li
:
CodeMark: Imperceptible Watermarking for Code Datasets against Neural Code Completion Models. ESEC/SIGSOFT FSE 2023: 1561-1572 - [c16]Peter Ince, Xiapu Luo, Jiangshan Yu, Joseph K. Liu, Xiaoning Du:
MATH - Finding and Fixing Exploits in Algorand. TrustCom 2023: 1572-1579 - [c15]Junjie Wang, Zhiyi Zhang, Shuang Liu, Xiaoning Du, Junjie Chen:
FuzzJIT: Oracle-Enhanced Fuzzing for JavaScript Engine JIT Compiler. USENIX Security Symposium 2023: 1865-1882 - 2022
- [c14]Zhensu Sun, Li Li, Yan Liu, Xiaoning Du, Li Li:
On the Importance of Building High-quality Training Datasets for Neural Code Search. ICSE 2022: 1609-1620 - [c13]Haowei Quan, Jiawei Wang, Bo Li, Xiaoning Du, Kui Liu, Li Li:
Characterizing Python Method Evolution with PyMevol: An Essential Step Towards Enabling Reliable Software Systems. ISSRE Workshops 2022: 81-86 - [c12]Zhensu Sun, Xiaoning Du, Fu Song, Mingze Ni, Li Li:
CoProtector: Protect Open-Source Code against Unauthorized Training Usage with Data Poisoning. WWW 2022: 652-660 - 2021
- [c11]Xiyue Zhang, Xiaoning Du, Xiaofei Xie, Lei Ma, Yang Liu, Meng Sun:
Decision-Guided Weighted Automata Extraction from Recurrent Neural Networks. AAAI 2021: 11699-11707 - [c10]Guangke Chen
, Sen Chen, Lingling Fan, Xiaoning Du, Zhe Zhao, Fu Song, Yang Liu
:
Who is Real Bob? Adversarial Attacks on Speaker Recognition Systems. SP 2021: 694-711 - 2020
- [c9]Xiyue Zhang
, Xiaofei Xie
, Lei Ma, Xiaoning Du, Qiang Hu, Yang Liu
, Jianjun Zhao, Meng Sun:
Towards characterizing adversarial defects of deep learning software from the lens of uncertainty. ICSE 2020: 739-751 - [c8]Xiaoning Du, Yi Li
, Xiaofei Xie
, Lei Ma, Yang Liu
, Jianjun Zhao:
Marble: Model-based Robustness Analysis of Stateful Deep Learning Systems. ASE 2020: 423-435 - 2019
- [c7]Xiaoning Du, Bihuan Chen, Yuekang Li
, Jianmin Guo, Yaqin Zhou, Yang Liu
, Yu Jiang:
Leopard: identifying vulnerable code for vulnerability assessment through program metrics. ICSE 2019: 60-71 - [c6]Xiaoning Du:
Marvel: a generic, scalable and effective vulnerability detection platform. ICSE (Companion Volume) 2019: 129-131 - [c5]Xiaoning Du, Xiaofei Xie
, Yi Li
, Lei Ma, Yang Liu
, Jianjun Zhao:
A Quantitative Analysis Framework for Recurrent Neural Network. ASE 2019: 1062-1065 - [c4]Yaqin Zhou, Shangqing Liu, Jing Kai Siow, Xiaoning Du, Yang Liu:
Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks. NeurIPS 2019: 10197-10207 - [c3]Xiaoning Du, Xiaofei Xie
, Yi Li
, Lei Ma, Yang Liu
, Jianjun Zhao:
DeepStellar: model-based quantitative analysis of stateful deep learning systems. ESEC/SIGSOFT FSE 2019: 477-487 - 2018
- [c2]Xiaoning Du:
Towards Building a Generic Vulnerability Detection Platform by Combining Scalable Attacking Surface Analysis and Directed Fuzzing. ICFEM 2018: 464-468 - 2015
- [c1]Xiaoning Du, Yang Liu
, Alwen Tiu:
Trace-Length Independent Runtime Monitoring of Quantitative Policies in LTL. FM 2015: 231-247
Informal and Other Publications
- 2024
- [i19]Zhensu Sun, Xiaoning Du, Fu Song, Shangwen Wang, Li Li:
When Neural Code Completion Models Size up the Situation: Attaining Cheaper and Faster Completion through Dynamic Model Inference. CoRR abs/2401.09964 (2024) - [i18]Triet Huynh Minh Le, Xiaoning Du, Muhammad Ali Babar:
Are Latent Vulnerabilities Hidden Gems for Software Vulnerability Prediction? An Empirical Study. CoRR abs/2401.11105 (2024) - [i17]Guangke Chen, Yedi Zhang, Fu Song, Ting Wang, Xiaoning Du, Yang Liu:
A Proactive and Dual Prevention Mechanism against Illegal Song Covers empowered by Singing Voice Conversion. CoRR abs/2401.17133 (2024) - [i16]Jiaolong Kong, Mingfei Cheng, Xiaofei Xie, Shangqing Liu, Xiaoning Du, Qi Guo:
ContrastRepair: Enhancing Conversation-Based Automated Program Repair via Contrastive Test Case Pairs. CoRR abs/2403.01971 (2024) - [i15]Zhensu Sun, Xiaoning Du, Zhou Yang, Li Li, David Lo:
AI Coders Are Among Us: Rethinking Programming Language Grammar Towards Efficient Code Generation. CoRR abs/2404.16333 (2024) - [i14]Terry Yue Zhuo, Minh Chien Vu, Jenny Chim, Han Hu, Wenhao Yu, Ratnadira Widyasari, Imam Nur Bani Yusuf, Haolan Zhan, Junda He, Indraneil Paul, Simon Brunner, Chen Gong, Thong Hoang, Armel Randy Zebaze, Xiaoheng Hong, Wen-Ding Li, Jean Kaddour, Ming Xu, Zhihan Zhang, Prateek Yadav, Naman Jain, Alex Gu, Zhoujun Cheng, Jiawei Liu, Qian Liu, Zijian Wang, David Lo, Binyuan Hui, Niklas Muennighoff, Daniel Fried, Xiaoning Du, Harm de Vries, Leandro von Werra:
BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions. CoRR abs/2406.15877 (2024) - [i13]Peter Ince, Xiapu Luo, Jiangshan Yu, Joseph K. Liu, Xiaoning Du:
Detect Llama - Finding Vulnerabilities in Smart Contracts using Large Language Models. CoRR abs/2407.08969 (2024) - [i12]Zhensu Sun, Haotian Zhu, Bowen Xu, Xiaoning Du, Li Li, David Lo:
LLM as Runtime Error Handler: A Promising Pathway to Adaptive Self-Healing of Software Systems. CoRR abs/2408.01055 (2024) - 2023
- [i11]Terry Yue Zhuo, Zhou Yang, Zhensu Sun, Yufei Wang, Li Li, Xiaoning Du, Zhenchang Xing, David Lo:
Data Augmentation Approaches for Source Code Models: A Survey. CoRR abs/2305.19915 (2023) - [i10]Zhensu Sun, Xiaoning Du, Fu Song, Li Li:
CodeMark: Imperceptible Watermarking for Code Datasets against Neural Code Completion Models. CoRR abs/2308.14401 (2023) - [i9]Terry Yue Zhuo, Xiaoning Du, Zhenchang Xing, Jiamou Sun, Haowei Quan, Li Li, Liming Zhu:
Pop Quiz! Do Pre-trained Code Models Possess Knowledge of Correct API Names? CoRR abs/2309.07804 (2023) - 2022
- [i8]Zhensu Sun, Li Li, Yan Liu, Xiaoning Du, Li Li:
On the Importance of Building High-quality Training Datasets for Neural Code Search. CoRR abs/2202.06649 (2022) - [i7]Zhensu Sun, Xiaoning Du, Fu Song, Shangwen Wang, Mingze Ni, Li Li:
Learning to Prevent Profitless Neural Code Completion. CoRR abs/2209.05948 (2022) - 2021
- [i6]Zhensu Sun, Xiaoning Du, Fu Song, Mingze Ni, Li Li:
CoProtector: Protect Open-Source Code against Unauthorized Training Usage with Data Poisoning. CoRR abs/2110.12925 (2021) - 2020
- [i5]Xiyue Zhang, Xiaofei Xie, Lei Ma, Xiaoning Du, Qiang Hu, Yang Liu, Jianjun Zhao, Meng Sun:
Towards Characterizing Adversarial Defects of Deep Learning Software from the Lens of Uncertainty. CoRR abs/2004.11573 (2020) - 2019
- [i4]Xiaoning Du, Bihuan Chen, Yuekang Li, Jianmin Guo, Yaqin Zhou, Yang Liu, Yu Jiang:
LEOPARD: Identifying Vulnerable Code for Vulnerability Assessment through Program Metrics. CoRR abs/1901.11479 (2019) - [i3]Yaqin Zhou, Shangqing Liu, Jing Kai Siow, Xiaoning Du, Yang Liu:
Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks. CoRR abs/1909.03496 (2019) - [i2]Guangke Chen
, Sen Chen, Lingling Fan, Xiaoning Du, Zhe Zhao, Fu Song, Yang Liu:
Who is Real Bob? Adversarial Attacks on Speaker Recognition Systems. CoRR abs/1911.01840 (2019) - 2018
- [i1]Xiaoning Du, Xiaofei Xie, Yi Li, Lei Ma, Jianjun Zhao, Yang Liu:
DeepCruiser: Automated Guided Testing for Stateful Deep Learning Systems. CoRR abs/1812.05339 (2018)
Coauthor Index
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