Cao, Xiaoyu
- Local Model Poisoning Attacks to Byzantine-Robust Federated Learning
2019/11/26 by Minghong Fang, Fang, Minghong, Xiaoyu Cao +5 · 74 citations
Computer Science · #Adversarial Robustness in Machine Learning #Privacy-Preserving Technologies in Data #Anomaly Detection Techniques and Applications
- FLTrust: Byzantine-robust Federated Learning via Trust Bootstrapping
2020/12/27 by Xiaoyu Cao, Minghong Fang, Cao, Xiaoyu +5 · 62 citations
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- FLDetector: Defending Federated Learning Against Model Poisoning Attacks via Detecting Malicious Clients
2022/07/19 by Zaixi Zhang, Zhang, Zaixi, Xiaoyu Cao +4 · 17 citations
Medicine · Psychology · #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #HIV, Drug Use, Sexual Risk #Migration, Health and Trauma
- IPGuard: Protecting Intellectual Property of Deep Neural Networks via Fingerprinting the Classification Boundary
2019/10/28 by Xiaoyu Cao, Jinyuan Jia, Cao, Xiaoyu +3 · 8 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Physical Unclonable Functions (PUFs) and Hardware Security
- Data Poisoning Attacks to Local Differential Privacy Protocols
2019/11/05 by Xiaoyu Cao, Jinyuan Jia, Cao, Xiaoyu +3 · 8 citations
Computer Science · #Cryptography and Data Security #Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #Internet Traffic Analysis and Secure E-voting #Parallel #Privacy-Preserving Technologies in Data #and Cluster Computing (cs.DC)
- Intrinsic Certified Robustness of Bagging against Data Poisoning Attacks
2020/08/11 by Jinyuan Jia, Jia, Jinyuan, Xiaoyu Cao +3 · 9 citations
Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- TOPIC: A Parallel Association Paradigm for Multi-Object Tracking under Complex Motions and Diverse Scenes
2023/08/22 by Xiaoyan Cao, Cao, Xiaoyan, Yiyao Zheng +9 · 11 citations
Computer Science · #Video Surveillance and Tracking Methods #Face recognition and analysis #Human Pose and Action Recognition
- FedRecover: Recovering from Poisoning Attacks in Federated Learning using Historical Information
2022/10/20 by Xiaoyu Cao, Jinyuan Jia, Cao, Xiaoyu +5 · 9 citations
Computer Science · Medicine · #Network Security and Intrusion Detection #Machine Learning in Healthcare #COVID-19 diagnosis using AI
- Certified Robustness of Nearest Neighbors against Data Poisoning and Backdoor Attacks
2020/12/07 by Jinyuan Jia, Jia, Jinyuan, Yupei Liu +5 · 6 citations
Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Poisoning Attacks to Local Differential Privacy Protocols for Key-Value Data
2021/11/22 by Yongji Wu, Wu, Yongji, Xiaoyu Cao +5 · 6 citations
Computer Science · #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Internet Traffic Analysis and Secure E-voting #Privacy-Preserving Technologies in Data
- MPAF: Model Poisoning Attacks to Federated Learning based on Fake\n Clients
2022/03/16 by Xiaoyu Cao, Cao, Xiaoyu, Neil Zhenqiang Gong +1 · 5 citations
Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- Certified Robustness of Graph Neural Networks against Adversarial Structural Perturbation
2020/08/24 by Binghui Wang, Jinyuan Jia, Wang, Binghui +5 · 4 citations
Computer Science · #Advanced Graph Neural Networks #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences
- Certified Robustness for Top-k Predictions against Adversarial Perturbations via Randomized Smoothing
2019/12/20 by Jia, Jinyuan, Cao, Xiaoyu, Wang, Binghui +1 · 3 citations
#Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- On Certifying Robustness against Backdoor Attacks via Randomized Smoothing
2020/02/26 by Binghui Wang, Wang, Binghui, Xiaoyu Cao +5 · 4 citations
Computer Science · Engineering · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Smart Grid Security and Resilience
- Provably Secure Federated Learning against Malicious Clients
2021/02/03 by Cao, Xiaoyu, Jia, Jinyuan, Gong, Neil Zhenqiang · 2 citations
#Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- FaceGuard: Proactive Deepfake Detection
2021/09/13 by Yuankun Yang, Chenyue Liang, Yang, Yuankun +7 · 2 citations
Computer Science · #Advanced Image Processing Techniques #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #Digital Media Forensic Detection #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG)
- FLCert: Provably Secure Federated Learning against Poisoning Attacks
2022/10/02 by Xiaoyu Cao, Zaixi Zhang, Cao, Xiaoyu +5 · 2 citations
Computer Science · Medicine · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #HIV, Drug Use, Sexual Risk #Machine Learning (cs.LG) #Network Security and Intrusion Detection
- Certified Robustness of Community Detection against Adversarial Structural Perturbation via Randomized Smoothing
2020/02/09 by Jia, Jinyuan, Wang, Binghui, Cao, Xiaoyu +1 · 1 citation
#Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Social and Information Networks (cs.SI)
- Almost Tight L0-norm Certified Robustness of Top-k Predictions against Adversarial Perturbations
2020/11/15 by Jia, Jinyuan, Wang, Binghui, Cao, Xiaoyu +2 · 1 citation
#Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- IGrow: A Smart Agriculture Solution to Autonomous Greenhouse Control
2021/07/06 by Xiaoyan Cao, Yao Yao, Cao, Xiaoyan +19 · 1 citation
Agricultural and Biological Sciences · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Greenhouse Technology and Climate Control #Irrigation Practices and Water Management #Smart Agriculture and AI #Systems and Control (eess.SY) #electronic engineering #information engineering
- Mitigating Evasion Attacks to Deep Neural Networks via Region-based Classification
2017/09/17 by Cao, Xiaoyu, Gong, Neil Zhenqiang · 1 citation
#Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)