Algorithm

Fully Homomorphically Encrypted Deep Learning as a Service

Authors: George Onoufriou, Paul Mayfield, Georgios Leontidis | Published: 2021-07-26
Algorithm
Data Dependency
Privacy Leakage

Defending SVMs against Poisoning Attacks: the Hardness and DBSCAN Approach

Authors: Hu Ding, Fan Yang, Jiawei Huang | Published: 2020-06-14 | Updated: 2021-02-20
Algorithm
Poisoning
Fundamentals of Machine Learning

Provably Robust Metric Learning

Authors: Lu Wang, Xuanqing Liu, Jinfeng Yi, Yuan Jiang, Cho-Jui Hsieh | Published: 2020-06-12 | Updated: 2020-12-19
Algorithm
Adversarial Attack Detection
Optimization Methods

On the Tightness of Semidefinite Relaxations for Certifying Robustness to Adversarial Examples

Authors: Richard Y. Zhang | Published: 2020-06-11 | Updated: 2020-10-26
Algorithm
Safety Characteristics
Fundamentals of Machine Learning

Interpolation between Residual and Non-Residual Networks

Authors: Zonghan Yang, Yang Liu, Chenglong Bao, Zuoqiang Shi | Published: 2020-06-10 | Updated: 2020-08-16
Algorithm
Performance Evaluation
Improvement of Learning

Low Distortion Block-Resampling with Spatially Stochastic Networks

Authors: Sarah Jane Hong, Martin Arjovsky, Darryl Barnhart, Ian Thompson | Published: 2020-06-09 | Updated: 2020-12-10
Algorithm
Improvement of Learning
Challenges of Generative Models

Approximating Lipschitz continuous functions with GroupSort neural networks

Authors: Ugo Tanielian, Maxime Sangnier, Gerard Biau | Published: 2020-06-09 | Updated: 2021-02-08
Algorithm
Mesoscopic Linearity
Fundamentals of Machine Learning

Simultaneous Perturbation Stochastic Approximation for Few-Shot Learning

Authors: Andrei Boiarov, Oleg Granichin, Olga Granichina | Published: 2020-06-09
Few-Shot Learning
Algorithm
Improvement of Learning

Stealing Deep Reinforcement Learning Models for Fun and Profit

Authors: Kangjie Chen, Shangwei Guo, Tianwei Zhang, Xiaofei Xie, Yang Liu | Published: 2020-06-09 | Updated: 2020-12-22
Algorithm
Improvement of Learning
Attack Type

Adversarial Feature Desensitization

Authors: Pouya Bashivan, Reza Bayat, Adam Ibrahim, Kartik Ahuja, Mojtaba Faramarzi, Touraj Laleh, Blake Aaron Richards, Irina Rish | Published: 2020-06-08 | Updated: 2022-01-04
Algorithm
Adversarial Example
Adversarial Example Detection