A Fast Saddle-Point Dynamical System Approach to Robust Deep Learning
Authors: Yasaman Esfandiari, Aditya Balu, Keivan Ebrahimi, Umesh Vaidya, Nicola Elia, Soumik Sarkar | Published: 2019-10-18 | Updated: 2021-03-01
Federated Generative Privacy
Authors: Aleksei Triastcyn, Boi Faltings | Published: 2019-10-18
Enforcing Linearity in DNN succours Robustness and Adversarial Image Generation
Authors: Anindya Sarkar, Nikhil Kumar Gupta, Raghu Iyengar | Published: 2019-10-17 | Updated: 2019-10-21
Mapper Based Classifier
Authors: Jacek Cyranka, Alexander Georges, David Meyer | Published: 2019-10-17 | Updated: 2019-10-21
Instance adaptive adversarial training: Improved accuracy tradeoffs in neural nets
Authors: Yogesh Balaji, Tom Goldstein, Judy Hoffman | Published: 2019-10-17
Heterogeneous Graph Matching Networks
Authors: Shen Wang, Zhengzhang Chen, Xiao Yu, Ding Li, Jingchao Ni, Lu-An Tang, Jiaping Gui, Zhichun Li, Haifeng Chen, Philip S. Yu | Published: 2019-10-17
A New Defense Against Adversarial Images: Turning a Weakness into a Strength
Authors: Tao Yu, Shengyuan Hu, Chuan Guo, Wei-Lun Chao, Kilian Q. Weinberger | Published: 2019-10-16 | Updated: 2019-12-04
MUTE: Data-Similarity Driven Multi-hot Target Encoding for Neural Network Design
Authors: Mayoore S. Jaiswal, Bumsoo Kang, Jinho Lee, Minsik Cho | Published: 2019-10-15
ODE guided Neural Data Augmentation Techniques for Time Series Data and its Benefits on Robustness
Authors: Anindya Sarkar, Anirudh Sunder Raj, Raghu Sesha Iyengar | Published: 2019-10-15 | Updated: 2020-09-27
Cascading Machine Learning to Attack Bitcoin Anonymity
Authors: Francesco Zola, Maria Eguimendia, Jan Lukas Bruse, Raul Orduna Urrutia | Published: 2019-10-15