Encrypted Distributed Lasso for Sparse Data Predictive Control

Authors: Andreea B. Alexandru, Anastasios Tsiamis, George J. Pappas | Published: 2021-04-23

Random Noise Defense Against Query-Based Black-Box Attacks

Authors: Zeyu Qin, Yanbo Fan, Hongyuan Zha, Baoyuan Wu | Published: 2021-04-23 | Updated: 2021-10-30

Decentralized Federated Averaging

Authors: Tao Sun, Dongsheng Li, Bao Wang | Published: 2021-04-23

SPECTRE: Defending Against Backdoor Attacks Using Robust Statistics

Authors: Jonathan Hayase, Weihao Kong, Raghav Somani, Sewoong Oh | Published: 2021-04-22

Performance Evaluation of Adversarial Attacks: Discrepancies and Solutions

Authors: Jing Wu, Mingyi Zhou, Ce Zhu, Yipeng Liu, Mehrtash Harandi, Li Li | Published: 2021-04-22

CryptGPU: Fast Privacy-Preserving Machine Learning on the GPU

Authors: Sijun Tan, Brian Knott, Yuan Tian, David J. Wu | Published: 2021-04-22

Patch Shortcuts: Interpretable Proxy Models Efficiently Find Black-Box Vulnerabilities

Authors: Julia Rosenzweig, Joachim Sicking, Sebastian Houben, Michael Mock, Maram Akila | Published: 2021-04-22

Robustness of ML-Enhanced IDS to Stealthy Adversaries

Authors: Vance Wong, John Emanuello | Published: 2021-04-21

Dataset Inference: Ownership Resolution in Machine Learning

Authors: Pratyush Maini, Mohammad Yaghini, Nicolas Papernot | Published: 2021-04-21

Jacobian Regularization for Mitigating Universal Adversarial Perturbations

Authors: Kenneth T. Co, David Martinez Rego, Emil C. Lupu | Published: 2021-04-21 | Updated: 2021-09-13