Mitigating Membership Inference Attacks by Self-Distillation Through a Novel Ensemble Architecture
Authors: Xinyu Tang, Saeed Mahloujifar, Liwei Song, Virat Shejwalkar, Milad Nasr, Amir Houmansadr, Prateek Mittal | Published: 2021-10-15
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Adversarial Attacks on ML Defense Models Competition
Authors: Yinpeng Dong, Qi-An Fu, Xiao Yang, Wenzhao Xiang, Tianyu Pang, Hang Su, Jun Zhu, Jiayu Tang, Yuefeng Chen, XiaoFeng Mao, Yuan He, Hui Xue, Chao Li, Ye Liu, Qilong Zhang, Lianli Gao, Yunrui Yu, Xitong Gao, Zhe Zhao, Daquan Lin, Jiadong Lin, Chuanbiao Song, Zihao Wang, Zhennan Wu, Yang Guo, Jiequan Cui, Xiaogang Xu, Pengguang Chen | Published: 2021-10-15
A Modern Analysis of Aging Machine Learning Based IoT Cybersecurity Methods
Authors: Sam Strecker, Rushit Dave, Nyle Siddiqui, Naeem Seliya | Published: 2021-10-15
Machine Learning Algorithms In User Authentication Schemes
Authors: Laura Pryor, Rushit Dave, Naeem Seliya, Evelyn R Sowells Boone | Published: 2021-10-15
A Survey of Machine Learning Algorithms for Detecting Ransomware Encryption Activity
Authors: Erik Larsen, David Noever, Korey MacVittie | Published: 2021-10-14
Resource-constrained Federated Edge Learning with Heterogeneous Data: Formulation and Analysis
Authors: Yi Liu, Yuanshao Zhu, James J. Q. Yu | Published: 2021-10-14
Bandwidth Utilization Side-Channel on ML Inference Accelerators
Authors: Sarbartha Banerjee, Shijia Wei, Prakash Ramrakhyani, Mohit Tiwari | Published: 2021-10-14
AI Total: Analyzing Security ML Models with Imperfect Data in Production
Authors: Awalin Sopan, Konstantin Berlin | Published: 2021-10-13
Poison Forensics: Traceback of Data Poisoning Attacks in Neural Networks
Authors: Shawn Shan, Arjun Nitin Bhagoji, Haitao Zheng, Ben Y. Zhao | Published: 2021-10-13 | Updated: 2022-06-15
Infinitely Divisible Noise in the Low Privacy Regime
Authors: Rasmus Pagh, Nina Mesing Stausholm | Published: 2021-10-13 | Updated: 2022-03-07