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2020 – today
- 2024
[j5]Weipeng Jiang
, Juan Zhai, Shiqing Ma, Xiaoyu Zhang, Chao Shen:
COSTELLO: Contrastive Testing for Embedding-Based Large Language Model as a Service Embeddings. Proc. ACM Softw. Eng. 1(FSE): 906-928 (2024)- [c69]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:
Elijah: Eliminating Backdoors Injected in Diffusion Models via Distribution Shift. AAAI 2024: 10847-10855 - [c68]Jinsong Mao, Hailun Ding, Juan Zhai, Shiqing Ma:
Merlin: Multi-tier Optimization of eBPF Code for Performance and Compactness. ASPLOS (3) 2024: 639-653 - [c67]Yuan Xiao, Shiqing Ma, Juan Zhai, Chunrong Fang, Jinyuan Jia, Zhenyu Chen:
Towards General Robustness Verification of MaxPool-Based Convolutional Neural Networks via Tightening Linear Approximation. CVPR 2024: 24766-24775 - [c66]Siyuan Cheng, Guanhong Tao, Yingqi Liu, Guangyu Shen, Shengwei An, Shiwei Feng, Xiangzhe Xu, Kaiyuan Zhang, Shiqing Ma, Xiangyu Zhang:
Lotus: Evasive and Resilient Backdoor Attacks through Sub-Partitioning. CVPR 2024: 24798-24809 - [c65]Zhenting Wang, Chen Chen, Lingjuan Lyu, Dimitris N. Metaxas, Shiqing Ma:
DIAGNOSIS: Detecting Unauthorized Data Usages in Text-to-image Diffusion Models. ICLR 2024 - [c64]Zhenting Wang, Vikash Sehwag, Chen Chen, Lingjuan Lyu, Dimitris N. Metaxas, Shiqing Ma:
How to Trace Latent Generative Model Generated Images without Artificial Watermark? ICML 2024 - [c63]Xuanqi Gao, Weipeng Jiang, Juan Zhai, Shiqing Ma, Xiaoyu Zhang, Chao Shen:
Efficient DNN-Powered Software with Fair Sparse Models. ISSTA 2024: 983-995 - [c62]Rui Zhu, Di Tang, Siyuan Tang, Zihao Wang, Guanhong Tao, Shiqing Ma, XiaoFeng Wang, Haixu Tang:
Gradient Shaping: Enhancing Backdoor Attack Against Reverse Engineering. NDSS 2024 - [c61]Siyuan Cheng, Guangyu Shen, Guanhong Tao, Kaiyuan Zhang, Zhuo Zhang, Shengwei An, Xiangzhe Xu, Yingqi Li, Shiqing Ma, Xiangyu Zhang:
OdScan: Backdoor Scanning for Object Detection Models. SP 2024: 1703-1721 - [c60]Guanhong Tao, Zhenting Wang, Shiwei Feng, Guangyu Shen, Shiqing Ma, Xiangyu Zhang:
Distribution Preserving Backdoor Attack in Self-supervised Learning. SP 2024: 2029-2047 - [c59]Kaiyuan Zhang, Siyuan Cheng, Guangyu Shen, Guanhong Tao, Shengwei An, Anuran Makur, Shiqing Ma, Xiangyu Zhang:
Exploring the Orthogonality and Linearity of Backdoor Attacks. SP 2024: 2105-2123 - [i42]Xiaoyu Zhang, Juan Zhai, Shiqing Ma, Chao Shen:
DREAM: Debugging and Repairing AutoML Pipelines. CoRR abs/2401.00379 (2024) - [i41]Guangyu Shen, Siyuan Cheng, Kaiyuan Zhang, Guanhong Tao, Shengwei An, Lu Yan, Zhuo Zhang, Shiqing Ma, Xiangyu Zhang:
Rapid Optimization for Jailbreaking LLMs via Subconscious Exploitation and Echopraxia. CoRR abs/2402.05467 (2024) - [i40]Hyejun Jeong, Shiqing Ma, Amir Houmansadr:
SoK: Challenges and Opportunities in Federated Unlearning. CoRR abs/2403.02437 (2024) - [i39]Siyuan Cheng, Guanhong Tao, Yingqi Liu, Guangyu Shen, Shengwei An, Shiwei Feng, Xiangzhe Xu, Kaiyuan Zhang, Shiqing Ma, Xiangyu Zhang:
LOTUS: Evasive and Resilient Backdoor Attacks through Sub-Partitioning. CoRR abs/2403.17188 (2024) - [i38]Zhenting Wang, Vikash Sehwag, Chen Chen, Lingjuan Lyu, Dimitris N. Metaxas, Shiqing Ma:
How to Trace Latent Generative Model Generated Images without Artificial Watermark? CoRR abs/2405.13360 (2024) - [i37]Hanrong Zhang, Zhenting Wang, Tingxu Han, Mingyu Jin, Chenlu Zhan, Mengnan Du, Hongwei Wang, Shiqing Ma:
Towards Imperceptible Backdoor Attack in Self-supervised Learning. CoRR abs/2405.14672 (2024) - [i36]Weipeng Jiang, Xuanqi Gao, Juan Zhai, Shiqing Ma, Xiaoyu Zhang, Chao Shen:
From Effectiveness to Efficiency: Comparative Evaluation of Code Generated by LCGMs for Bilingual Programming Questions. CoRR abs/2406.00602 (2024) - [i35]Yuan Xiao, Shiqing Ma, Juan Zhai, Chunrong Fang, Jinyuan Jia, Zhenyu Chen:
Towards General Robustness Verification of MaxPool-based Convolutional Neural Networks via Tightening Linear Approximation. CoRR abs/2406.00699 (2024) - [i34]Sajjad Amini, Mohammadreza Teymoorianfard, Shiqing Ma, Amir Houmansadr:
MeanSparse: Post-Training Robustness Enhancement Through Mean-Centered Feature Sparsification. CoRR abs/2406.05927 (2024) - [i33]Xiaoyu Zhang, Juan Zhai, Shiqing Ma, Shiwei Wang, Chao Shen:
CITADEL: Context Similarity Based Deep Learning Framework Bug Finding. CoRR abs/2406.12196 (2024) - [i32]Xuanqi Gao, Weipeng Jiang, Juan Zhai, Shiqing Ma, Xiaoyu Zhang, Chao Shen:
Efficient DNN-Powered Software with Fair Sparse Models. CoRR abs/2407.02805 (2024) - [i31]Qingcheng Zeng, Mingyu Jin, Qinkai Yu, Zhenting Wang, Wenyue Hua, Zihao Zhou, Guangyan Sun, Yanda Meng, Shiqing Ma, Qifan Wang, Felix Juefei-Xu, Kaize Ding, Fan Yang, Ruixiang Tang, Yongfeng Zhang:
Uncertainty is Fragile: Manipulating Uncertainty in Large Language Models. CoRR abs/2407.11282 (2024) - [i30]Siyuan Cheng, Guangyu Shen, Kaiyuan Zhang, Guanhong Tao, Shengwei An, Hanxi Guo, Shiqing Ma, Xiangyu Zhang:
UNIT: Backdoor Mitigation via Automated Neural Distribution Tightening. CoRR abs/2407.11372 (2024) - [i29]Weipeng Jiang, Zhenting Wang, Juan Zhai, Shiqing Ma, Zhengyu Zhao, Chao Shen:
Unlocking Adversarial Suffix Optimization Without Affirmative Phrases: Efficient Black-box Jailbreaking via LLM as Optimizer. CoRR abs/2408.11313 (2024) - [i28]Zhenting Wang, Zhizhi Wang, Mingyu Jin, Mengnan Du, Juan Zhai, Shiqing Ma:
Data-centric NLP Backdoor Defense from the Lens of Memorization. CoRR abs/2409.14200 (2024) - 2023
- [j4]Yongqiang Tian, Wuqi Zhang, Ming Wen, Shing-Chi Cheung, Chengnian Sun, Shiqing Ma, Yu Jiang:
Finding Deviated Behaviors of the Compressed DNN Models for Image Classifications. ACM Trans. Softw. Eng. Methodol. 32(5): 128:1-128:32 (2023) - [j3]Mohannad Alhanahnah, Shiqing Ma, Ashish Gehani, Gabriela F. Ciocarlie, Vinod Yegneswaran, Somesh Jha, Xiangyu Zhang:
autoMPI: Automated Multiple Perspective Attack Investigation With Semantics Aware Execution Partitioning. IEEE Trans. Software Eng. 49(4): 2761-2775 (2023) - [c58]Kai Mei, Zheng Li, Zhenting Wang, Yang Zhang, Shiqing Ma:
NOTABLE: Transferable Backdoor Attacks Against Prompt-based NLP Models. ACL (1) 2023: 15551-15565 - [c57]Shiwei Feng, Guanhong Tao, Siyuan Cheng, Guangyu Shen, Xiangzhe Xu, Yingqi Liu, Kaiyuan Zhang, Shiqing Ma, Xiangyu Zhang:
Detecting Backdoors in Pre-trained Encoders. CVPR 2023: 16352-16362 - [c56]Aolin Ding, Matthew Chan, Amin Hass, Nils Ole Tippenhauer, Shiqing Ma, Saman A. Zonouz:
Get Your Cyber-Physical Tests Done! Data-Driven Vulnerability Assessment of Robotic Aerial Vehicles. DSN 2023: 67-80 - [c55]Kaiyuan Zhang, Guanhong Tao, Qiuling Xu, Siyuan Cheng, Shengwei An, Yingqi Liu, Shiwei Feng, Guangyu Shen, Pin-Yu Chen, Shiqing Ma, Xiangyu Zhang:
FLIP: A Provable Defense Framework for Backdoor Mitigation in Federated Learning. ICLR 2023 - [c54]Zhenting Wang, Kai Mei, Juan Zhai, Shiqing Ma:
UNICORN: A Unified Backdoor Trigger Inversion Framework. ICLR 2023 - [c53]Xuanqi Gao, Juan Zhai, Shiqing Ma, Chao Shen, Yufei Chen, Shiwei Wang:
CILIATE: Towards Fairer Class-Based Incremental Learning by Dataset and Training Refinement. ISSTA 2023: 475-487 - [c52]Siyuan Cheng, Guanhong Tao, Yingqi Liu, Shengwei An, Xiangzhe Xu, Shiwei Feng, Guangyu Shen, Kaiyuan Zhang, Qiuling Xu, Shiqing Ma, Xiangyu Zhang:
BEAGLE: Forensics of Deep Learning Backdoor Attack for Better Defense. NDSS 2023 - [c51]Guangyu Shen, Siyuan Cheng, Guanhong Tao, Kaiyuan Zhang, Yingqi Liu, Shengwei An, Shiqing Ma, Xiangyu Zhang:
Django: Detecting Trojans in Object Detection Models via Gaussian Focus Calibration. NeurIPS 2023 - [c50]Zhenting Wang, Chen Chen, Yi Zeng, Lingjuan Lyu, Shiqing Ma:
Where Did I Come From? Origin Attribution of AI-Generated Images. NeurIPS 2023 - [c49]Shengwei An, Yuan Yao, Qiuling Xu, Shiqing Ma, Guanhong Tao, Siyuan Cheng, Kaiyuan Zhang, Yingqi Liu, Guangyu Shen, Ian Kelk, Xiangyu Zhang:
ImU: Physical Impersonating Attack for Face Recognition System with Natural Style Changes. SP 2023: 899-916 - [c48]Xinghui Wu, Shiqing Ma, Chao Shen, Chenhao Lin, Qian Wang, Qi Li, Yuan Rao:
KENKU: Towards Efficient and Stealthy Black-box Adversarial Attacks against ASR Systems. USENIX Security Symposium 2023: 247-264 - [c47]Hailun Ding, Juan Zhai, Yuhong Nan, Shiqing Ma:
AIRTAG: Towards Automated Attack Investigation by Unsupervised Learning with Log Texts. USENIX Security Symposium 2023: 373-390 - [c46]Hailun Ding, Juan Zhai, Dong Deng, Shiqing Ma:
The Case for Learned Provenance Graph Storage Systems. USENIX Security Symposium 2023: 3277-3294 - [i27]Siyuan Cheng, Guanhong Tao, Yingqi Liu, Shengwei An, Xiangzhe Xu, Shiwei Feng, Guangyu Shen, Kaiyuan Zhang, Qiuling Xu, Shiqing Ma, Xiangyu Zhang:
BEAGLE: Forensics of Deep Learning Backdoor Attack for Better Defense. CoRR abs/2301.06241 (2023) - [i26]Rui Zhu, Di Tang, Siyuan Tang, Guanhong Tao, Shiqing Ma, XiaoFeng Wang, Haixu Tang:
Gradient Shaping: Enhancing Backdoor Attack Against Reverse Engineering. CoRR abs/2301.12318 (2023) - [i25]Shiwei Feng, Guanhong Tao, Siyuan Cheng, Guangyu Shen, Xiangzhe Xu, Yingqi Liu, Kaiyuan Zhang, Shiqing Ma, Xiangyu Zhang:
Detecting Backdoors in Pre-trained Encoders. CoRR abs/2303.15180 (2023) - [i24]Zhenting Wang, Kai Mei, Juan Zhai, Shiqing Ma:
UNICORN: A Unified Backdoor Trigger Inversion Framework. CoRR abs/2304.02786 (2023) - [i23]Xuanqi Gao, Juan Zhai, Shiqing Ma, Chao Shen, Yufei Chen, Shiwei Wang:
CILIATE: Towards Fairer Class-based Incremental Learning by Dataset and Training Refinement. CoRR abs/2304.04222 (2023) - [i22]Kai Mei, Zheng Li, Zhenting Wang, Yang Zhang, Shiqing Ma:
NOTABLE: Transferable Backdoor Attacks Against Prompt-based NLP Models. CoRR abs/2305.17826 (2023) - [i21]Zhenting Wang, Chen Chen, Yi Zeng, Lingjuan Lyu, Shiqing Ma:
Alteration-free and Model-agnostic Origin Attribution of Generated Images. CoRR abs/2305.18439 (2023) - [i20]Zhenting Wang, Chen Chen, Yuchen Liu, Lingjuan Lyu, Dimitris N. Metaxas, Shiqing Ma:
How to Detect Unauthorized Data Usages in Text-to-image Diffusion Models. CoRR abs/2307.03108 (2023) - [i19]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:
Elijah: Eliminating Backdoors Injected in Diffusion Models via Distribution Shift. CoRR abs/2312.00050 (2023) - 2022
- [j2]Bao Gia Doan, Minhui Xue, Shiqing Ma, Ehsan Abbasnejad, Damith C. Ranasinghe:
TnT Attacks! Universal Naturalistic Adversarial Patches Against Deep Neural Network Systems. IEEE Trans. Inf. Forensics Secur. 17: 3816-3830 (2022) - [c45]Guanhong Tao, Guangyu Shen, Yingqi Liu, Shengwei An, Qiuling Xu, Shiqing Ma, Pan Li, Xiangyu Zhang:
Better Trigger Inversion Optimization in Backdoor Scanning. CVPR 2022: 13358-13368 - [c44]Yingqi Liu, Guangyu Shen, Guanhong Tao, Zhenting Wang, Shiqing Ma, Xiangyu Zhang:
Complex Backdoor Detection by Symmetric Feature Differencing. CVPR 2022: 14983-14993 - [c43]Zhenting Wang, Juan Zhai, Shiqing Ma:
BppAttack: Stealthy and Efficient Trojan Attacks against Deep Neural Networks via Image Quantization and Contrastive Adversarial Learning. CVPR 2022: 15054-15063 - [c42]Ahmed Salem, Rui Wen, Michael Backes, Shiqing Ma, Yang Zhang:
Dynamic Backdoor Attacks Against Machine Learning Models. EuroS&P 2022: 703-718 - [c41]Guangyu Shen, Yingqi Liu, Guanhong Tao, Qiuling Xu, Zhuo Zhang, Shengwei An, Shiqing Ma, Xiangyu Zhang:
Constrained Optimization with Dynamic Bound-scaling for Effective NLP Backdoor Defense. ICML 2022: 19879-19892 - [c40]Xuanqi Gao, Juan Zhai, Shiqing Ma, Chao Shen, Yufei Chen, Qian Wang:
Fairneuron: Improving Deep Neural Network Fairness with Adversary Games on Selective Neurons. ICSE 2022: 921-933 - [c39]Brian Zhang, Shiqing Ma:
Achieving Both Model Accuracy and Robustness by Adversarial Training with Batch Norm Shaping. ICTAI 2022: 591-598 - [c38]Zhenting Wang, Hailun Ding, Juan Zhai, Shiqing Ma:
Training with More Confidence: Mitigating Injected and Natural Backdoors During Training. NeurIPS 2022 - [c37]Zhenting Wang, Kai Mei, Hailun Ding, Juan Zhai, Shiqing Ma:
Rethinking the Reverse-engineering of Trojan Triggers. NeurIPS 2022 - [c36]Yingqi Liu, Guangyu Shen, Guanhong Tao, Shengwei An, Shiqing Ma, Xiangyu Zhang:
Piccolo: Exposing Complex Backdoors in NLP Transformer Models. SP 2022: 2025-2042 - [p1]Shaofeng Li, Shiqing Ma, Minhui Xue, Benjamin Zi Hao Zhao:
Deep Learning Backdoors. Security and Artificial Intelligence 2022: 313-334 - [i18]Guangyu Shen, Yingqi Liu, Guanhong Tao, Qiuling Xu, Zhuo Zhang, Shengwei An, Shiqing Ma, Xiangyu Zhang:
Constrained Optimization with Dynamic Bound-scaling for Effective NLPBackdoor Defense. CoRR abs/2202.05749 (2022) - [i17]Zhenting Wang, Hailun Ding, Juan Zhai, Shiqing Ma:
Neural Network Trojans Analysis and Mitigation from the Input Domain. CoRR abs/2202.06382 (2022) - [i16]Xuanqi Gao, Juan Zhai, Shiqing Ma, Chao Shen, Yufei Chen, Qian Wang:
FairNeuron: Improving Deep Neural Network Fairness with Adversary Games on Selective Neurons. CoRR abs/2204.02567 (2022) - [i15]Zhenting Wang, Juan Zhai, Shiqing Ma:
BppAttack: Stealthy and Efficient Trojan Attacks against Deep Neural Networks via Image Quantization and Contrastive Adversarial Learning. CoRR abs/2205.13383 (2022) - [i14]Xiaoyi Chen, Baisong Xin, Shengfang Zhai, Shiqing Ma, Qingni Shen, Zhonghai Wu:
Apple of Sodom: Hidden Backdoors in Superior Sentence Embeddings via Contrastive Learning. CoRR abs/2210.11082 (2022) - [i13]Kaiyuan Zhang, Guanhong Tao, Qiuling Xu, Siyuan Cheng, Shengwei An, Yingqi Liu, Shiwei Feng, Guangyu Shen, Pin-Yu Chen, Shiqing Ma, Xiangyu Zhang:
FLIP: A Provable Defense Framework for Backdoor Mitigation in Federated Learning. CoRR abs/2210.12873 (2022) - [i12]Zhenting Wang, Kai Mei, Hailun Ding, Juan Zhai, Shiqing Ma:
Rethinking the Reverse-engineering of Trojan Triggers. CoRR abs/2210.15127 (2022) - [i11]Guanhong Tao, Zhenting Wang, Siyuan Cheng, Shiqing Ma, Shengwei An, Yingqi Liu, Guangyu Shen, Zhuo Zhang, Yunshu Mao, Xiangyu Zhang:
Backdoor Vulnerabilities in Normally Trained Deep Learning Models. CoRR abs/2211.15929 (2022) - 2021
- [j1]Yongqiang Tian, Shiqing Ma, Ming Wen, Yepang Liu, Shing-Chi Cheung, Xiangyu Zhang:
To what extent do DNN-based image classification models make unreliable inferences? Empir. Softw. Eng. 26(4): 84 (2021) - [c35]Siyuan Cheng, Yingqi Liu, Shiqing Ma, Xiangyu Zhang:
Deep Feature Space Trojan Attack of Neural Networks by Controlled Detoxification. AAAI 2021: 1148-1156 - [c34]Xiaoyi Chen, Ahmed Salem, Dingfan Chen, Michael Backes, Shiqing Ma, Qingni Shen, Zhonghai Wu, Yang Zhang:
BadNL: Backdoor Attacks against NLP Models with Semantic-preserving Improvements. ACSAC 2021: 554-569 - [c33]Guangyu Shen, Yingqi Liu, Guanhong Tao, Shengwei An, Qiuling Xu, Siyuan Cheng, Shiqing Ma, Xiangyu Zhang:
Backdoor Scanning for Deep Neural Networks through K-Arm Optimization. ICML 2021: 9525-9536 - [c32]Xiaoyu Zhang, Juan Zhai, Shiqing Ma, Chao Shen:
AUTOTRAINER: An Automatic DNN Training Problem Detection and Repair System. ICSE 2021: 359-371 - [c31]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:
ALchemist: Fusing Application and Audit Logs for Precise Attack Provenance without Instrumentation. NDSS 2021 - [c30]Mohammad Kavousi, Runqing Yang, Shiqing Ma, Yan Chen:
SemFlow: Accurate Semantic Identification from Low-Level System Data. SecureComm (1) 2021: 513-535 - [c29]Abdulellah Alsaheel, Yuhong Nan, Shiqing Ma, Le Yu, Gregory Walkup, Z. Berkay Celik, Xiangyu Zhang, Dongyan Xu:
ATLAS: A Sequence-based Learning Approach for Attack Investigation. USENIX Security Symposium 2021: 3005-3022 - [c28]Hailun Ding, Shenao Yan, Juan Zhai, Shiqing Ma:
ELISE: A Storage Efficient Logging System Powered by Redundancy Reduction and Representation Learning. USENIX Security Symposium 2021: 3023-3040 - [i10]Guangyu Shen, Yingqi Liu, Guanhong Tao, Shengwei An, Qiuling Xu, Siyuan Cheng, Shiqing Ma, Xiangyu Zhang:
Backdoor Scanning for Deep Neural Networks through K-Arm Optimization. CoRR abs/2102.05123 (2021) - [i9]Yingqi Liu, Guangyu Shen, Guanhong Tao, Zhenting Wang, Shiqing Ma, Xiangyu Zhang:
EX-RAY: Distinguishing Injected Backdoor from Natural Features in Neural Networks by Examining Differential Feature Symmetry. CoRR abs/2103.08820 (2021) - [i8]Bao Gia Doan, Minhui Xue, Shiqing Ma, Ehsan Abbasnejad, Damith C. Ranasinghe:
TnT Attacks! Universal Naturalistic Adversarial Patches Against Deep Neural Network Systems. CoRR abs/2111.09999 (2021) - [i7]Yongqiang Tian, Wuqi Zhang, Ming Wen, Shing-Chi Cheung, Chengnian Sun, Shiqing Ma, Yu Jiang:
Fast Test Input Generation for Finding Deviated Behaviors in Compressed Deep Neural Network. CoRR abs/2112.02819 (2021) - 2020
- [c27]Guanhong Tao, Shiqing Ma, Yingqi Liu, Qiuling Xu, Xiangyu Zhang:
TRADER: trace divergence analysis and embedding regulation for debugging recurrent neural networks. ICSE 2020: 986-998 - [c26]Juan Zhai, Xiangzhe Xu, Yu Shi, Guanhong Tao, Minxue Pan, Shiqing Ma, Lei Xu, Weifeng Zhang, Lin Tan, Xiangyu Zhang:
CPC: automatically classifying and propagating natural language comments via program analysis. ICSE 2020: 1359-1371 - [c25]Yang Zhang, Shuai Shao, Juan Zhai, Shiqing Ma:
FineLock: automatically refactoring coarse-grained locks into fine-grained locks. ISSTA 2020: 565-568 - [c24]Runqing Yang, Shiqing Ma, Haitao Xu, Xiangyu Zhang, Yan Chen:
UIScope: Accurate, Instrumentation-free, and Visible Attack Investigation for GUI Applications. NDSS 2020 - [c23]Juan Zhai, Yu Shi, Minxue Pan, Guian Zhou, Yongxiang Liu, Chunrong Fang, Shiqing Ma, Lin Tan, Xiangyu Zhang:
C2S: translating natural language comments to formal program specifications. ESEC/SIGSOFT FSE 2020: 25-37 - [c22]Shenao Yan, Guanhong Tao, Xuwei Liu, Juan Zhai, Shiqing Ma, Lei Xu, Xiangyu Zhang:
Correlations between deep neural network model coverage criteria and model quality. ESEC/SIGSOFT FSE 2020: 775-787 - [i6]Ahmed Salem, Rui Wen, Michael Backes, Shiqing Ma, Yang Zhang:
Dynamic Backdoor Attacks Against Machine Learning Models. CoRR abs/2003.03675 (2020) - [i5]Xiaoyi Chen, Ahmed Salem, Michael Backes, Shiqing Ma, Yang Zhang:
BadNL: Backdoor Attacks Against NLP Models. CoRR abs/2006.01043 (2020) - [i4]Shaofeng Li, Shiqing Ma, Minhui Xue, Benjamin Zi Hao Zhao:
Deep Learning Backdoors. CoRR abs/2007.08273 (2020) - [i3]Siyuan Cheng, Yingqi Liu, Shiqing Ma, Xiangyu Zhang:
Deep Feature Space Trojan Attack of Neural Networks by Controlled Detoxification. CoRR abs/2012.11212 (2020)
2010 – 2019
- 2019
- [c21]Yingqi Liu, Wen-Chuan Lee, Guanhong Tao, Shiqing Ma, Yousra Aafer, Xiangyu Zhang:
ABS: Scanning Neural Networks for Back-doors by Artificial Brain Stimulation. CCS 2019: 1265-1282 - [c20]Wen-Chuan Lee, Yingqi Liu, Peng Liu, Shiqing Ma, Hongjun Choi, Xiangyu Zhang, Rajiv Gupta:
White-Box Program Tuning. CGO 2019: 122-135 - [c19]Wei You, Xuwei Liu, Shiqing Ma, David Mitchel Perry, Xiangyu Zhang, Bin Liang:
SLF: fuzzing without valid seed inputs. ICSE 2019: 712-723 - [c18]Shiqing Ma, Yingqi Liu, Guanhong Tao, Wen-Chuan Lee, Xiangyu Zhang:
NIC: Detecting Adversarial Samples with Neural Network Invariant Checking. NDSS 2019 - [c17]Wen-Chuan Lee, Peng Liu, Yingqi Liu, Shiqing Ma, Xiangyu Zhang:
Programming support for autonomizing software. PLDI 2019: 702-716 - [c16]Wei You, Xueqiang Wang, Shiqing Ma, Jianjun Huang, Xiangyu Zhang, XiaoFeng Wang, Bin Liang:
ProFuzzer: On-the-fly Input Type Probing for Better Zero-Day Vulnerability Discovery. IEEE Symposium on Security and Privacy 2019: 769-786 - [i2]Yongqiang Tian, Shiqing Ma, Ming Wen, Yepang Liu, Shing-Chi Cheung, Xiangyu Zhang:
Testing Deep Learning Models for Image Analysis Using Object-Relevant Metamorphic Relations. CoRR abs/1909.03824 (2019) - 2018
- [c15]Fei Wang, Yonghwi Kwon, Shiqing Ma, Xiangyu Zhang, Dongyan Xu:
Lprov: Practical Library-aware Provenance Tracing. ACSAC 2018: 605-617 - [c14]Zhaogui Xu, Shiqing Ma, Xiangyu Zhang, Shuofei Zhu, Baowen Xu:
Debugging with intelligence via probabilistic inference. ICSE 2018: 1171-1181 - [c13]Zhenhao Tang, Juan Zhai, Minxue Pan, Yousra Aafer, Shiqing Ma, Xiangyu Zhang, Jianhua Zhao:
Dual-force: understanding WebView malware via cross-language forced execution. ASE 2018: 714-725 - [c12]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:
MCI : Modeling-based Causality Inference in Audit Logging for Attack Investigation. NDSS 2018 - [c11]Yingqi Liu, Shiqing Ma, Yousra Aafer, Wen-Chuan Lee, Juan Zhai, Weihang Wang, Xiangyu Zhang:
Trojaning Attack on Neural Networks. NDSS 2018 - [c10]Guanhong Tao, Shiqing Ma, Yingqi Liu, Xiangyu Zhang:
Attacks Meet Interpretability: Attribute-steered Detection of Adversarial Samples. NeurIPS 2018: 7728-7739 - [c9]Shiqing Ma, Yingqi Liu, Wen-Chuan Lee, Xiangyu Zhang, Ananth Grama:
MODE: automated neural network model debugging via state differential analysis and input selection. ESEC/SIGSOFT FSE 2018: 175-186 - [c8]Shiqing Ma, Juan Zhai, Yonghwi Kwon, Kyu Hyung Lee, Xiangyu Zhang, Gabriela F. Ciocarlie, Ashish Gehani, Vinod Yegneswaran, Dongyan Xu, Somesh Jha:
Kernel-Supported Cost-Effective Audit Logging for Causality Tracking. USENIX ATC 2018: 241-254 - [i1]Guanhong Tao, Shiqing Ma, Yingqi Liu, Xiangyu Zhang:
Attacks Meet Interpretability: Attribute-steered Detection of Adversarial Samples. CoRR abs/1810.11580 (2018) - 2017
- [c7]Chonghua Wang, Shiqing Ma, Xiangyu Zhang, Junghwan Rhee, Xiaochun Yun, Zhiyu Hao:
A Hypervisor Level Provenance System to Reconstruct Attack Story Caused by Kernel Malware. SecureComm 2017: 778-792 - [c6]Shiqing Ma, Yousra Aafer, Zhaogui Xu, Wen-Chuan Lee, Juan Zhai, Yingqi Liu, Xiangyu Zhang:
LAMP: data provenance for graph based machine learning algorithms through derivative computation. ESEC/SIGSOFT FSE 2017: 786-797 - [c5]Shiqing Ma, Juan Zhai, Fei Wang, Kyu Hyung Lee, Xiangyu Zhang, Dongyan Xu:
MPI: Multiple Perspective Attack Investigation with Semantic Aware Execution Partitioning. USENIX Security Symposium 2017: 1111-1128 - 2016
- [c4]Kexin Pei, Zhongshu Gu, Brendan Saltaformaggio, Shiqing Ma, Fei Wang, Zhiwei Zhang, Luo Si, Xiangyu Zhang, Dongyan Xu:
HERCULE: attack story reconstruction via community discovery on correlated log graph. ACSAC 2016: 583-595 - [c3]Juan Zhai, Jianjun Huang, Shiqing Ma, Xiangyu Zhang, Lin Tan, Jianhua Zhao, Feng Qin:
Automatic model generation from documentation for Java API functions. ICSE 2016: 380-391 - [c2]Shiqing Ma, Xiangyu Zhang, Dongyan Xu:
ProTracer: Towards Practical Provenance Tracing by Alternating Between Logging and Tainting. NDSS 2016 - 2015
- [c1]Shiqing Ma, Kyu Hyung Lee, Chung Hwan Kim, Junghwan Rhee, Xiangyu Zhang, Dongyan Xu:
Accurate, Low Cost and Instrumentation-Free Security Audit Logging for Windows. ACSAC 2015: 401-410
Coauthor Index
[c69] [c66] [c61] [c60] [c59] [i41] [i39] [i30] [j3] [c57] [c55] [c52] [c51] [c49] [i27] [i25] [i19] [c45] [c44] [c41] [c36] [i18] [i13] [i11] [j1] [c35] [c33] [c31] [c29] [i10] [i9] [c27] [c26] [c24] [c23] [c22] [i3] [c21] [c20] [c19] [c18] [c17] [c16] [i2] [c15] [c14] [c13] [c12] [c11] [c10] [c9] [c8] [i1] [c7] [c6] [c5] [c4] [c3] [c2] [c1]
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