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Shiqing Ma

Publication record assembled from the DBLP archive of ranked conferences.

Papers indexed

69

Venues

22

Active years

2013–2026

Best venue rank

A*

Where they publish

Papers

69 indexed papers, newest first.

YearVenueTitleAuthors
2026AAAIFrom Chaos to Clarity: A Knowledge Graph-Driven Audit Dataset Generation Framework for LLM Unlearning.Weipeng Jiang, Juan Zhai, Shiqing Ma, Ziyan Lei, Xiaofei Xie, Yige Wang, Chao Shen
2026ACLFalse Friends in the Shell: Unveiling the Emoticon Semantic Confusion in Large Language Models.Weipeng Jiang, Xiaoyu Zhang, Juan Zhai, Shiqing Ma, Chao Shen, Yang Liu
2026ACLTrain in Vain: Functionality-Preserving Poisoning to Prevent Unauthorized Use of Code Datasets.Yuan Xiao, Jiaming Wang, Yuchen Chen, Wei Song, Jun Sun, Shiqing Ma, Yanzhou Mu, Juan Zhai, Chunrong Fang, Jin Song Dong, Zhenyu Chen
2025ACLToken-Budget-Aware LLM Reasoning.Tingxu Han, Zhenting Wang, Chunrong Fang, Shiyu Zhao, Shiqing Ma, Zhenyu Chen
2025ACLThe Invisible Hand: Unveiling Provider Bias in Large Language Models for Code Generation.Xiaoyu Zhang, Juan Zhai, Shiqing Ma, Qingshuang Bao, Weipeng Jiang, Qian Wang, Chao Shen, Yang Liu
2025CIKMUncertainty Quantification for Multiple-Choice Questions is Just One-Token Deep.Qingcheng Zeng, Mingyu Jin, Qinkai Yu, Zhenting Wang, Wenyue Hua, Guangyan Sun, Yanda Meng, Shiqing Ma, Qifan Wang, Felix Juefei-Xu, Fan Yang, Kaize Ding, Ruixiang Tang, Yongfeng Zhang
2025CVPRTightening Robustness Verification of MaxPool-based Neural Networks via Minimizing the Over-Approximation Zone.Yuan Xiao, Yuchen Chen, Shiqing Ma, Chunrong Fang, Tongtong Bai, Mingzheng Gu, Yuxin Cheng, Yanwei Chen, Zhenyu Chen
2025CVPRMLLM-as-a-Judge for Image Safety without Human Labeling.Zhenting Wang, Shuming Hu, Shiyu Zhao, Xiaowen Lin, Felix Juefei-Xu, Zhuowei Li, Ligong Han, Harihar Subramanyam, Li Chen, Jianfa Chen, Nan Jiang, Lingjuan Lyu, Shiqing Ma, Dimitris N. Metaxas, Ankit Jain
2025CVPRInvisible Backdoor Attack against Self-supervised Learning.Hanrong Zhang, Zhenting Wang, Boheng Li, Fulin Lin, Tingxu Han, Mingyu Jin, Chenlu Zhan, Mengnan Du, Hongwei Wang, Shiqing Ma
2025ICLRSTAFF: Speculative Coreset Selection for Task-Specific Fine-tuning.Xiaoyu Zhang, Juan Zhai, Shiqing Ma, Chao Shen, Tianlin Li, Weipeng Jiang, Yang Liu
2025NAACLAn Optimizable Suffix Is Worth A Thousand Templates: Efficient Black-box Jailbreaking without Affirmative Phrases via LLM as Optimizer.Weipeng Jiang, Zhenting Wang, Juan Zhai, Shiqing Ma, Zhengyu Zhao, Chao Shen
2025NAACLData-centric NLP Backdoor Defense from the Lens of Memorization.Zhenting Wang, Zhizhi Wang, Mingyu Jin, Mengnan Du, Juan Zhai, Shiqing Ma
2025NDSSRepurposing Neural Networks for Efficient Cryptographic Computation.Xin Jin, Shiqing Ma, Zhiqiang Lin
2025SPBAIT: Large Language Model Backdoor Scanning by Inverting Attack Target.Guangyu Shen, Siyuan Cheng, Zhuo Zhang, Guanhong Tao, Kaiyuan Zhang, Hanxi Guo, Lu Yan, Xiaolong Jin, Shengwei An, Shiqing Ma, Xiangyu Zhang
2024AAAIElijah: Eliminating Backdoors Injected in Diffusion Models via Distribution Shift.Shengwei An, Sheng-Yen Chou, Kaiyuan Zhang, Qiuling Xu, Guanhong Tao, Guangyu Shen, Siyuan Cheng, Shiqing Ma, Pin-Yu Chen, Tsung-Yi Ho, Xiangyu Zhang
2024ACSACExploring Inherent Backdoors in Deep Learning Models.Guanhong Tao, Siyuan Cheng, Zhenting Wang, Shiqing Ma, Shengwei An, Yingqi Liu, Guangyu Shen, Zhuo Zhang, Yunshu Mao, Xiangyu Zhang
2024ASPLOSMerlin: Multi-tier Optimization of eBPF Code for Performance and Compactness.Jinsong Mao, Hailun Ding, Juan Zhai, Shiqing Ma
2024CVPRLotus: Evasive and Resilient Backdoor Attacks through Sub-Partitioning.Siyuan Cheng, Guanhong Tao, Yingqi Liu, Guangyu Shen, Shengwei An, Shiwei Feng, Xiangzhe Xu, Kaiyuan Zhang, Shiqing Ma, Xiangyu Zhang
2024CVPRTowards General Robustness Verification of MaxPool-Based Convolutional Neural Networks via Tightening Linear Approximation.Yuan Xiao, Shiqing Ma, Juan Zhai, Chunrong Fang, Jinyuan Jia, Zhenyu Chen
2024ECCVUNIT: Backdoor Mitigation via Automated Neural Distribution Tightening.Siyuan Cheng, Guangyu Shen, Kaiyuan Zhang, Guanhong Tao, Shengwei An, Hanxi Guo, Shiqing Ma, Xiangyu Zhang
2024ICLRDIAGNOSIS: Detecting Unauthorized Data Usages in Text-to-image Diffusion Models.Zhenting Wang, Chen Chen, Lingjuan Lyu, Dimitris N. Metaxas, Shiqing Ma
2024ICMLHow to Trace Latent Generative Model Generated Images without Artificial Watermark?Zhenting Wang, Vikash Sehwag, Chen Chen, Lingjuan Lyu, Dimitris N. Metaxas, Shiqing Ma
2024ISSTAEfficient DNN-Powered Software with Fair Sparse Models.Xuanqi Gao, Weipeng Jiang, Juan Zhai, Shiqing Ma, Xiaoyu Zhang, Chao Shen
2024NDSSGradient Shaping: Enhancing Backdoor Attack Against Reverse Engineering.Rui Zhu, Di Tang, Siyuan Tang, Zihao Wang, Guanhong Tao, Shiqing Ma, XiaoFeng Wang, Haixu Tang
2024SPOdScan: Backdoor Scanning for Object Detection Models.Siyuan Cheng, Guangyu Shen, Guanhong Tao, Kaiyuan Zhang, Zhuo Zhang, Shengwei An, Xiangzhe Xu, Yingqi Li, Shiqing Ma, Xiangyu Zhang
2024SPDistribution Preserving Backdoor Attack in Self-supervised Learning.Guanhong Tao, Zhenting Wang, Shiwei Feng, Guangyu Shen, Shiqing Ma, Xiangyu Zhang
2024SPExploring the Orthogonality and Linearity of Backdoor Attacks.Kaiyuan Zhang, Siyuan Cheng, Guangyu Shen, Guanhong Tao, Shengwei An, Anuran Makur, Shiqing Ma, Xiangyu Zhang
2023ACLNOTABLE: Transferable Backdoor Attacks Against Prompt-based NLP Models.Kai Mei, Zheng Li, Zhenting Wang, Yang Zhang, Shiqing Ma
2023CVPRDetecting Backdoors in Pre-trained Encoders.Shiwei Feng, Guanhong Tao, Siyuan Cheng, Guangyu Shen, Xiangzhe Xu, Yingqi Liu, Kaiyuan Zhang, Shiqing Ma, Xiangyu Zhang
2023DSNGet Your Cyber-Physical Tests Done! Data-Driven Vulnerability Assessment of Robotic Aerial Vehicles.Aolin Ding, Matthew Chan, Amin Hass, Nils Ole Tippenhauer, Shiqing Ma, Saman A. Zonouz
2023ICLRFLIP: A Provable Defense Framework for Backdoor Mitigation in Federated Learning.Kaiyuan Zhang, Guanhong Tao, Qiuling Xu, Siyuan Cheng, Shengwei An, Yingqi Liu, Shiwei Feng, Guangyu Shen, Pin-Yu Chen, Shiqing Ma, Xiangyu Zhang
2023ICLRUNICORN: A Unified Backdoor Trigger Inversion Framework.Zhenting Wang, Kai Mei, Juan Zhai, Shiqing Ma
2023ISSTACILIATE: Towards Fairer Class-Based Incremental Learning by Dataset and Training Refinement.Xuanqi Gao, Juan Zhai, Shiqing Ma, Chao Shen, Yufei Chen, Shiwei Wang
2023NDSSBEAGLE: Forensics of Deep Learning Backdoor Attack for Better Defense.Siyuan Cheng, Guanhong Tao, Yingqi Liu, Shengwei An, Xiangzhe Xu, Shiwei Feng, Guangyu Shen, Kaiyuan Zhang, Qiuling Xu, Shiqing Ma, Xiangyu Zhang
2023SPImU: Physical Impersonating Attack for Face Recognition System with Natural Style Changes.Shengwei An, Yuan Yao, Qiuling Xu, Shiqing Ma, Guanhong Tao, Siyuan Cheng, Kaiyuan Zhang, Yingqi Liu, Guangyu Shen, Ian Kelk, Xiangyu Zhang
2022CVPRComplex Backdoor Detection by Symmetric Feature Differencing.Yingqi Liu, Guangyu Shen, Guanhong Tao, Zhenting Wang, Shiqing Ma, Xiangyu Zhang
2022CVPRBetter Trigger Inversion Optimization in Backdoor Scanning.Guanhong Tao, Guangyu Shen, Yingqi Liu, Shengwei An, Qiuling Xu, Shiqing Ma, Pan Li, Xiangyu Zhang
2022CVPRBppAttack: Stealthy and Efficient Trojan Attacks against Deep Neural Networks via Image Quantization and Contrastive Adversarial Learning.Zhenting Wang, Juan Zhai, Shiqing Ma
2022ICMLConstrained Optimization with Dynamic Bound-scaling for Effective NLP Backdoor Defense.Guangyu Shen, Yingqi Liu, Guanhong Tao, Qiuling Xu, Zhuo Zhang, Shengwei An, Shiqing Ma, Xiangyu Zhang
2022ICSEFairneuron: Improving Deep Neural Network Fairness with Adversary Games on Selective Neurons.Xuanqi Gao, Juan Zhai, Shiqing Ma, Chao Shen, Yufei Chen, Qian Wang
2022ICTAIAchieving Both Model Accuracy and Robustness by Adversarial Training with Batch Norm Shaping.Brian Zhang, Shiqing Ma
2022SPPiccolo: Exposing Complex Backdoors in NLP Transformer Models.Yingqi Liu, Guangyu Shen, Guanhong Tao, Shengwei An, Shiqing Ma, Xiangyu Zhang
2021AAAIDeep Feature Space Trojan Attack of Neural Networks by Controlled Detoxification.Siyuan Cheng, Yingqi Liu, Shiqing Ma, Xiangyu Zhang
2021ACSACBadNL: Backdoor Attacks against NLP Models with Semantic-preserving Improvements.Xiaoyi Chen, Ahmed Salem, Dingfan Chen, Michael Backes, Shiqing Ma, Qingni Shen, Zhonghai Wu, Yang Zhang
2021ICMLBackdoor Scanning for Deep Neural Networks through K-Arm Optimization.Guangyu Shen, Yingqi Liu, Guanhong Tao, Shengwei An, Qiuling Xu, Siyuan Cheng, Shiqing Ma, Xiangyu Zhang
2021ICSEAUTOTRAINER: An Automatic DNN Training Problem Detection and Repair System.Xiaoyu Zhang, Juan Zhai, Shiqing Ma, Chao Shen
2021NDSSALchemist: Fusing Application and Audit Logs for Precise Attack Provenance without Instrumentation.Le Yu, Shiqing Ma, Zhuo Zhang, Guanhong Tao, Xiangyu Zhang, Dongyan Xu, Vincent E. Urias, Han Wei Lin, Gabriela F. Ciocarlie, Vinod Yegneswaran, Ashish Gehani
2021SecureCommSemFlow: Accurate Semantic Identification from Low-Level System Data.Mohammad Kavousi, Runqing Yang, Shiqing Ma, Yan Chen
2020ICSETRADER: trace divergence analysis and embedding regulation for debugging recurrent neural networks.Guanhong Tao, Shiqing Ma, Yingqi Liu, Qiuling Xu, Xiangyu Zhang
2020ICSECPC: automatically classifying and propagating natural language comments via program analysis.Juan Zhai, Xiangzhe Xu, Yu Shi, Guanhong Tao, Minxue Pan, Shiqing Ma, Lei Xu, Weifeng Zhang, Lin Tan, Xiangyu Zhang
2020ISSTAFineLock: automatically refactoring coarse-grained locks into fine-grained locks.Yang Zhang, Shuai Shao, Juan Zhai, Shiqing Ma
2020NDSSUIScope: Accurate, Instrumentation-free, and Visible Attack Investigation for GUI Applications.Runqing Yang, Shiqing Ma, Haitao Xu, Xiangyu Zhang, Yan Chen
2019CCSABS: Scanning Neural Networks for Back-doors by Artificial Brain Stimulation.Yingqi Liu, Wen-Chuan Lee, Guanhong Tao, Shiqing Ma, Yousra Aafer, Xiangyu Zhang
2019CGOWhite-Box Program Tuning.Wen-Chuan Lee, Yingqi Liu, Peng Liu, Shiqing Ma, Hongjun Choi, Xiangyu Zhang, Rajiv Gupta
2019ICSESLF: fuzzing without valid seed inputs.Wei You, Xuwei Liu, Shiqing Ma, David Mitchel Perry, Xiangyu Zhang, Bin Liang
2019NDSSNIC: Detecting Adversarial Samples with Neural Network Invariant Checking.Shiqing Ma, Yingqi Liu, Guanhong Tao, Wen-Chuan Lee, Xiangyu Zhang
2019PLDIProgramming support for autonomizing software.Wen-Chuan Lee, Peng Liu, Yingqi Liu, Shiqing Ma, Xiangyu Zhang
2019SPProFuzzer: On-the-fly Input Type Probing for Better Zero-Day Vulnerability Discovery.Wei You, Xueqiang Wang, Shiqing Ma, Jianjun Huang, Xiangyu Zhang, XiaoFeng Wang, Bin Liang
2018ACSACLprov: Practical Library-aware Provenance Tracing.Fei Wang, Yonghwi Kwon, Shiqing Ma, Xiangyu Zhang, Dongyan Xu
2018ICSEDebugging with intelligence via probabilistic inference.Zhaogui Xu, Shiqing Ma, Xiangyu Zhang, Shuofei Zhu, Baowen Xu
2018NDSSMCI : Modeling-based Causality Inference in Audit Logging for Attack Investigation.Yonghwi Kwon, Fei Wang, Weihang Wang, Kyu Hyung Lee, Wen-Chuan Lee, Shiqing Ma, Xiangyu Zhang, Dongyan Xu, Somesh Jha, Gabriela F. Ciocarlie, Ashish Gehani, Vinod Yegneswaran
2018NDSSTrojaning Attack on Neural Networks.Yingqi Liu, Shiqing Ma, Yousra Aafer, Wen-Chuan Lee, Juan Zhai, Weihang Wang, Xiangyu Zhang
2018USENIXKernel-Supported Cost-Effective Audit Logging for Causality Tracking.Shiqing Ma, Juan Zhai, Yonghwi Kwon, Kyu Hyung Lee, Xiangyu Zhang, Gabriela F. Ciocarlie, Ashish Gehani, Vinod Yegneswaran, Dongyan Xu, Somesh Jha
2017SecureCommA Hypervisor Level Provenance System to Reconstruct Attack Story Caused by Kernel Malware.Chonghua Wang, Shiqing Ma, Xiangyu Zhang, Junghwan Rhee, Xiaochun Yun, Zhiyu Hao
2016ACSACHERCULE: attack story reconstruction via community discovery on correlated log graph.Kexin Pei, Zhongshu Gu, Brendan Saltaformaggio, Shiqing Ma, Fei Wang, Zhiwei Zhang, Luo Si, Xiangyu Zhang, Dongyan Xu
2016ICSEAutomatic model generation from documentation for Java API functions.Juan Zhai, Jianjun Huang, Shiqing Ma, Xiangyu Zhang, Lin Tan, Jianhua Zhao, Feng Qin
2016NDSSProTracer: Towards Practical Provenance Tracing by Alternating Between Logging and Tainting.Shiqing Ma, Xiangyu Zhang, Dongyan Xu
2015ACSACAccurate, Low Cost and Instrumentation-Free Security Audit Logging for Windows.Shiqing Ma, Kyu Hyung Lee, Chung Hwan Kim, Junghwan Rhee, Xiangyu Zhang, Dongyan Xu
2013CLOUDCOLO: COarse-grained LOck-stepping virtual machines for non-stop service.Yaozu Dong, Wei Ye, Yunhong Jiang, Ian Pratt, Shiqing Ma, Jian Li, Haibing Guan