Graph-to-Tree Neural Networks for Learning Structured Input-Output Translation with Applications to Semantic Parsing and Math Word Problem. - Shucheng Li; Lingfei Wu 001; Shiwei Feng 002; Fangli Xu; Fengyuan Xu; Sheng Zhong 002 (EMNLP (Findings), 2020)

Detecting Backdoors in Pre-trained Encoders. - Shiwei Feng 002; Guanhong Tao 001; Siyuan Cheng 005; Guangyu Shen; Xiangzhe Xu; Yingqi Liu; Kaiyuan Zhang 002; Shiqing Ma; Xiangyu Zhang 001 (CVPR, 2023)

FLIP: A Provable Defense Framework for Backdoor Mitigation in Federated Learning. - Kaiyuan Zhang 002; Guanhong Tao 001; Qiuling Xu; Siyuan Cheng 005; Shengwei An; Yingqi Liu; Shiwei Feng 002; Guangyu Shen; Pin-Yu Chen; Shiqing Ma; Xiangyu Zhang 001 (ICLR, 2023)

Improving Binary Code Similarity Transformer Models by Semantics-Driven Instruction Deemphasis. - Xiangzhe Xu; Shiwei Feng 002; Yapeng Ye; Guangyu Shen; Zian Su; Siyuan Cheng 005; Guanhong Tao 001; Qingkai Shi; Zhuo Zhang 002; Xiangyu Zhang 001 (ISSTA, 2023)

BEAGLE: Forensics of Deep Learning Backdoor Attack for Better Defense. - Siyuan Cheng 005; Guanhong Tao 001; Yingqi Liu; Shengwei An; Xiangzhe Xu; Shiwei Feng 002; Guangyu Shen; Kaiyuan Zhang 002; Qiuling Xu; Shiqing Ma; Xiangyu Zhang 001 (NDSS, 2023)

PEM: Representing Binary Program Semantics for Similarity Analysis via a Probabilistic Execution Model. - Xiangzhe Xu; Zhou Xuan; Shiwei Feng 002; Siyuan Cheng 005; Yapeng Ye; Qingkai Shi; Guanhong Tao 001; Le Yu; Zhuo Zhang 002; Xiangyu Zhang 001 (ESEC/SIGSOFT FSE, 2023)

Fusion is Not Enough: Single-Modal Attacks to Compromise Fusion Models in Autonomous Driving. - Zhiyuan Cheng 010; Hongjun Choi; James Liang; Shiwei Feng 002; Guanhong Tao 001; Dongfang Liu; Michael Zuzak; Xiangyu Zhang 001 (CoRR, 2023)

LmPa: Improving Decompilation by Synergy of Large Language Model and Program Analysis. - Xiangzhe Xu; Zhuo Zhang 002; Shiwei Feng 002; Yapeng Ye; Zian Su; Nan Jiang 012; Siyuan Cheng 005; Lin Tan 001; Xiangyu Zhang 001 (CoRR, 2023)

Lotus: Evasive and Resilient Backdoor Attacks through Sub-Partitioning. - Siyuan Cheng 005; Guanhong Tao 001; Yingqi Liu; Guangyu Shen; Shengwei An; Shiwei Feng 002; Xiangzhe Xu; Kaiyuan Zhang 002; Shiqing Ma; Xiangyu Zhang 001 (CVPR, 2024)

Fusion Is Not Enough: Single Modal Attacks on Fusion Models for 3D Object Detection. - Zhiyuan Cheng 010; Hongjun Choi; Shiwei Feng 002; James Chenhao Liang; Guanhong Tao 001; Dongfang Liu; Michael Zuzak; Xiangyu Zhang 001 (ICLR, 2024)

BadPart: Unified Black-box Adversarial Patch Attacks against Pixel-wise Regression Tasks. - Zhiyuan Cheng 010; Zhaoyi Liu; Tengda Guo; Shiwei Feng 002; Dongfang Liu; Mingjie Tang; Xiangyu Zhang 001 (ICML, 2024)

ROCAS: Root Cause Analysis of Autonomous Driving Accidents via Cyber-Physical Co-mutation. - Shiwei Feng 002; Yapeng Ye; Qingkai Shi; Zhiyuan Cheng 010; Xiangzhe Xu; Siyuan Cheng 005; Hongjun Choi; Xiangyu Zhang 001 (ASE, 2024)

Distribution Preserving Backdoor Attack in Self-supervised Learning. - Guanhong Tao 001; Zhenting Wang; Shiwei Feng 002; Guangyu Shen; Shiqing Ma; Xiangyu Zhang 001 (SP, 2024)

DIGIMON: Diagnosis and Mitigation of Sampling Skew for Reinforcement Learning based Meta-Planner in Robot Navigation. - Shiwei Feng 002; Xuan Chen; Zhiyuan Cheng 010; Zikang Xiong; Yifei Gao; Siyuan Cheng 005; Sayali Kate; Xiangyu Zhang 001 (CoRR, 2024)

Unleashing the Power of Generative Model in Recovering Variable Names from Stripped Binary. - Xiangzhe Xu; Zhuo Zhang 002; Zian Su; Ziyang Huang; Shiwei Feng 002; Yapeng Ye; Nan Jiang 012; Danning Xie; Siyuan Cheng 005; Lin Tan 001; Xiangyu Zhang 001 (NDSS, 2025)

ROSCallBaX: Statically Detecting Inconsistencies in Callback Function Setup of Robotic Systems. - Sayali Kate; Yifei Gao; Shiwei Feng 002; Xiangyu Zhang 001 (Proc. ACM Softw. Eng., 2025)

An LLM Agent for Functional Bug Detection in Network Protocols. - Mingwei Zheng; Chengpeng Wang 001; Xuwei Liu; Jinyao Guo; Shiwei Feng 002; Xiangyu Zhang 001 (CoRR, 2025)

IntenTest: Stress Testing for Intent Integrity in API-Calling LLM Agents. - Shiwei Feng 002; Xiangzhe Xu; Xuan Chen; Kaiyuan Zhang 002; Syed Yusuf Ahmed; Zian Su; Mingwei Zheng; Xiangyu Zhang 001 (CoRR, 2025)

Position: Intelligent Coding Systems Should Write Programs with Justifications. - Xiangzhe Xu; Shiwei Feng 002; Zian Su; Chengpeng Wang; Xiangyu Zhang (CoRR, 2025)