Algorithm

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

Spanning Attack: Reinforce Black-box Attacks with Unlabeled Data

Authors: Lu Wang, Huan Zhang, Jinfeng Yi, Cho-Jui Hsieh, Yuan Jiang | Published: 2020-05-11 | Updated: 2020-11-10
Algorithm
Attack Detection
Adversarial Training

Cloud-based Federated Boosting for Mobile Crowdsensing

Authors: Zhuzhu Wang, Yilong Yang, Yang Liu, Ximeng Liu, Brij B. Gupta, Jianfeng Ma | Published: 2020-05-09
Algorithm
Cryptography
Federated Learning System

Provable Training of a ReLU Gate with an Iterative Non-Gradient Algorithm

Authors: Sayar Karmakar, Anirbit Mukherjee | Published: 2020-05-08 | Updated: 2022-04-01
Algorithm
Stability Assessment
Expression of Gratitude