Byzantine-Robust Variance-Reduced Federated Learning over Distributed Non-i.i.d. Data
Authors: Jie Peng, Zhaoxian Wu, Qing Ling, Tianyi Chen | Published: 2020-09-17 | Updated: 2021-08-28
Finding Effective Security Strategies through Reinforcement Learning and Self-Play
Authors: Kim Hammar, Rolf Stadler | Published: 2020-09-17 | Updated: 2020-10-04
An Extension of Fano’s Inequality for Characterizing Model Susceptibility to Membership Inference Attacks
Authors: Sumit Kumar Jha, Susmit Jha, Rickard Ewetz, Sunny Raj, Alvaro Velasquez, Laura L. Pullum, Ananthram Swami | Published: 2020-09-17
FLAME: Differentially Private Federated Learning in the Shuffle Model
Authors: Ruixuan Liu, Yang Cao, Hong Chen, Ruoyang Guo, Masatoshi Yoshikawa | Published: 2020-09-17 | Updated: 2021-03-20
Distilled One-Shot Federated Learning
Authors: Yanlin Zhou, George Pu, Xiyao Ma, Xiaolin Li, Dapeng Wu | Published: 2020-09-17 | Updated: 2021-06-06
Multimodal Safety-Critical Scenarios Generation for Decision-Making Algorithms Evaluation
Authors: Wenhao Ding, Baiming Chen, Bo Li, Kim Ji Eun, Ding Zhao | Published: 2020-09-16 | Updated: 2020-12-26
Hardware-Assisted Detection of Firmware Attacks in Inverter-Based Cyberphysical Microgrids
Authors: Abraham Peedikayil Kuruvila, Ioannis Zografopoulos, Kanad Basu, Charalambos Konstantinou | Published: 2020-09-16 | Updated: 2021-04-18
The Dark (and Bright) Side of IoT: Attacks and Countermeasures for Identifying Smart Home Devices and Services
Authors: Ahmed Mohamed Hussain, Gabriele Oligeri, Thiemo Voigt | Published: 2020-09-16 | Updated: 2021-07-25
Data Poisoning Attacks on Regression Learning and Corresponding Defenses
Authors: Nicolas Michael Müller, Daniel Kowatsch, Konstantin Böttinger | Published: 2020-09-15
Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal Mixup
Authors: Jang-Hyun Kim, Wonho Choo, Hyun Oh Song | Published: 2020-09-15 | Updated: 2020-12-30