Improved Certified Defenses against Data Poisoning with (Deterministic) Finite Aggregation
Authors: Wenxiao Wang, Alexander Levine, Soheil Feizi | Published: 2022-02-05 | Updated: 2022-07-14
Training Differentially Private Models with Secure Multiparty Computation
Authors: Sikha Pentyala, Davis Railsback, Ricardo Maia, Rafael Dowsley, David Melanson, Anderson Nascimento, Martine De Cock | Published: 2022-02-05 | Updated: 2022-09-01
Linear Model Against Malicious Adversaries with Local Differential Privacy
Authors: Guanhong Miao, A. Adam Ding, Samuel S. Wu | Published: 2022-02-05 | Updated: 2022-06-29
Pixle: a fast and effective black-box attack based on rearranging pixels
Authors: Jary Pomponi, Simone Scardapane, Aurelio Uncini | Published: 2022-02-04
A Robust Phased Elimination Algorithm for Corruption-Tolerant Gaussian Process Bandits
Authors: Ilija Bogunovic, Zihan Li, Andreas Krause, Jonathan Scarlett | Published: 2022-02-03 | Updated: 2022-03-28
Byzantine-Robust Decentralized Learning via ClippedGossip
Authors: Lie He, Sai Praneeth Karimireddy, Martin Jaggi | Published: 2022-02-03 | Updated: 2023-04-20
Parameters or Privacy: A Provable Tradeoff Between Overparameterization and Membership Inference
Authors: Jasper Tan, Blake Mason, Hamid Javadi, Richard G. Baraniuk | Published: 2022-02-02 | Updated: 2022-11-30
Unsupervised Network Intrusion Detection System for AVTP in Automotive Ethernet Networks
Authors: Natasha Alkhatib, Maria Mushtaq, Hadi Ghauch, Jean-Luc Danger | Published: 2022-01-31 | Updated: 2022-04-25
Cryptocurrency Valuation: An Explainable AI Approach
Authors: Yulin Liu, Luyao Zhang | Published: 2022-01-30 | Updated: 2023-07-08
Transfer Learning In Differential Privacy’s Hybrid-Model
Authors: Refael Kohen, Or Sheffet | Published: 2022-01-28 | Updated: 2022-06-16