Algorithm Design

On sparse connectivity, adversarial robustness, and a novel model of the artificial neuron

Authors: Sergey Bochkanov | Published: 2020-06-16
Algorithm Design
Performance Evaluation
Deep Learning Method

Byzantine-Robust Learning on Heterogeneous Datasets via Bucketing

Authors: Sai Praneeth Karimireddy, Lie He, Martin Jaggi | Published: 2020-06-16 | Updated: 2023-11-22
Algorithm Design
Poisoning
Non-Identical Dataset

GS-WGAN: A Gradient-Sanitized Approach for Learning Differentially Private Generators

Authors: Dingfan Chen, Tribhuvanesh Orekondy, Mario Fritz | Published: 2020-06-15 | Updated: 2021-03-15
Algorithm Design
Performance Evaluation
Privacy Protection in Machine Learning

Robust Federated Recommendation System

Authors: Chen Chen, Jingfeng Zhang, Anthony K. H. Tung, Mohan Kankanhalli, Gang Chen | Published: 2020-06-15
Algorithm Design
Poisoning
Watermarking Technology

Robust Variational Autoencoder for Tabular Data with Beta Divergence

Authors: Haleh Akrami, Sergul Aydore, Richard M. Leahy, Anand A. Joshi | Published: 2020-06-15 | Updated: 2020-06-16
Algorithm Design
Machine Learning Application
Deep Learning Method

On the transferability of adversarial examples between convex and 01 loss models

Authors: Yunzhe Xue, Meiyan Xie, Usman Roshan | Published: 2020-06-14 | Updated: 2020-07-29
Algorithm Design
Adversarial Example
Adversarial Training

PatchUp: A Feature-Space Block-Level Regularization Technique for Convolutional Neural Networks

Authors: Mojtaba Faramarzi, Mohammad Amini, Akilesh Badrinaaraayanan, Vikas Verma, Sarath Chandar | Published: 2020-06-14 | Updated: 2023-01-07
PatchUp Method
Algorithm Design
Block-level Regularization

Recovery Guarantees for Compressible Signals with Adversarial Noise

Authors: Jasjeet Dhaliwal, Kyle Hambrook | Published: 2019-07-15 | Updated: 2019-08-07
Algorithm Design
Adversarial attack
Deep Learning Method

The Cost of a Reductions Approach to Private Fair Optimization

Authors: Daniel Alabi | Published: 2019-06-23 | Updated: 2021-05-23
Algorithm Design
Privacy Protection
Optimization Strategy