How Does Mixup Help With Robustness and Generalization?
Authors: Linjun Zhang, Zhun Deng, Kenji Kawaguchi, Amirata Ghorbani, James Zou | Published: 2020-10-09 | Updated: 2021-03-17
Generalization Performance
Anomaly detection with superexperts under delayed feedback
Authors: Raisa Dzhamtyrova, Carsten Maple | Published: 2020-10-08 | Updated: 2021-04-22
Multi-Task Variational Information Bottleneck
Authors: Weizhu Qian, Bowei Chen, Yichao Zhang, Guanghui Wen, Franck Gechter | Published: 2020-07-01 | Updated: 2021-03-01
Enhancing Certified Robustness via Smoothed Weighted Ensembling
Authors: Chizhou Liu, Yunzhen Feng, Ranran Wang, Bin Dong | Published: 2020-05-19 | Updated: 2021-02-23
Domain Adaptive Transfer Attack (DATA)-based Segmentation Networks for Building Extraction from Aerial Images
Authors: Younghwan Na, Jun Hee Kim, Kyungsu Lee, Juhum Park, Jae Youn Hwang, Jihwan P. Choi | Published: 2020-04-11 | Updated: 2020-04-29
Robust Classification using Robust Feature Augmentation
Authors: Kevin Eykholt, Swati Gupta, Atul Prakash, Amir Rahmati, Pratik Vaishnavi, Haizhong Zheng | Published: 2019-05-26 | Updated: 2019-09-18
Rearchitecting Classification Frameworks For Increased Robustness
Authors: Varun Chandrasekaran, Brian Tang, Nicolas Papernot, Kassem Fawaz, Somesh Jha, Xi Wu | Published: 2019-05-26 | Updated: 2019-12-03
F-BLEAU: Fast Black-box Leakage Estimation
Authors: Giovanni Cherubin, Konstantinos Chatzikokolakis, Catuscia Palamidessi | Published: 2019-02-04 | Updated: 2020-10-27
Calibrate: Frequency Estimation and Heavy Hitter Identification with Local Differential Privacy via Incorporating Prior Knowledge
Authors: Jinyuan Jia, Neil Zhenqiang Gong | Published: 2018-12-05 | Updated: 2018-12-11
Regularized Ensembles and Transferability in Adversarial Learning
Authors: Yifan Chen, Yevgeniy Vorobeychik | Published: 2018-12-05