Algorithm

An Adversarial Approach for Explaining the Predictions of Deep Neural Networks

Authors: Arash Rahnama, Andrew Tseng | Published: 2020-05-20 | Updated: 2020-09-28
Algorithm
Poisoning
Statistical Analysis

Graph Structure Learning for Robust Graph Neural Networks

Authors: Wei Jin, Yao Ma, Xiaorui Liu, Xianfeng Tang, Suhang Wang, Jiliang Tang | Published: 2020-05-20 | Updated: 2020-06-27
Algorithm
Graph Representation Learning
Optimization Strategy

Continuous LWE

Authors: Joan Bruna, Oded Regev, Min Jae Song, Yi Tang | Published: 2020-05-19 | Updated: 2020-10-24
Algorithm
Computational Problem
Quantum Information and Quantum Computing

Enhancing Certified Robustness via Smoothed Weighted Ensembling

Authors: Chizhou Liu, Yunzhen Feng, Ranran Wang, Bin Dong | Published: 2020-05-19 | Updated: 2021-02-23
Algorithm
Generalization Performance
Research Methodology

A Survey on Unknown Presentation Attack Detection for Fingerprint

Authors: Jag Mohan Singh, Ahmed Madhun, Guoqiang Li, Raghavendra Ramachandra | Published: 2020-05-17
Algorithm
Machine Learning Method

Universal Adversarial Perturbations: A Survey

Authors: Ashutosh Chaubey, Nikhil Agrawal, Kavya Barnwal, Keerat K. Guliani, Pramod Mehta | Published: 2020-05-16
Algorithm
Loss Function
Adversarial Example

Byzantine-Resilient SGD in High Dimensions on Heterogeneous Data

Authors: Deepesh Data, Suhas Diggavi | Published: 2020-05-16
Algorithm
Loss Function
Machine Learning Algorithm

Towards Assessment of Randomized Smoothing Mechanisms for Certifying Adversarial Robustness

Authors: Tianhang Zheng, Di Wang, Baochun Li, Jinhui Xu | Published: 2020-05-15 | Updated: 2020-06-07
Algorithm
Machine Learning Algorithm
Machine Learning Method

DeepRobust: A PyTorch Library for Adversarial Attacks and Defenses

Authors: Yaxin Li, Wei Jin, Han Xu, Jiliang Tang | Published: 2020-05-13
Algorithm
Explainability of Graph Machine Learning
Defense Effectiveness Analysis

Byzantine-Robust Decentralized Stochastic Optimization over Static and Time-Varying Networks

Authors: Jie Peng, Weiyu Li, Qing Ling | Published: 2020-05-12 | Updated: 2020-12-18
Algorithm
Robustness Evaluation
Factors of Performance Degradation