Graph Computing for Financial Crime and Fraud Detection: Trends, Challenges and Outlook

Authors: E. Kurshan, H. Shen | Published: 2021-03-02

Private Stochastic Convex Optimization: Optimal Rates in $\ell_1$ Geometry

Authors: Hilal Asi, Vitaly Feldman, Tomer Koren, Kunal Talwar | Published: 2021-03-02

Smoothness Analysis of Adversarial Training

Authors: Sekitoshi Kanai, Masanori Yamada, Hiroshi Takahashi, Yuki Yamanaka, Yasutoshi Ida | Published: 2021-03-02 | Updated: 2023-03-06

Adversarial Information Bottleneck

Authors: Penglong Zhai, Shihua Zhang | Published: 2021-02-28 | Updated: 2021-03-03

Deepfakes Generation and Detection: State-of-the-art, open challenges, countermeasures, and way forward

Authors: Momina Masood, Marriam Nawaz, Khalid Mahmood Malik, Ali Javed, Aun Irtaza | Published: 2021-02-25 | Updated: 2021-11-23

Identifying Untrustworthy Predictions in Neural Networks by Geometric Gradient Analysis

Authors: Leo Schwinn, An Nguyen, René Raab, Leon Bungert, Daniel Tenbrinck, Dario Zanca, Martin Burger, Bjoern Eskofier | Published: 2021-02-24

Adversarial Robustness with Non-uniform Perturbations

Authors: Ecenaz Erdemir, Jeffrey Bickford, Luca Melis, Sergul Aydore | Published: 2021-02-24 | Updated: 2021-10-29

Learner-Private Convex Optimization

Authors: Jiaming Xu, Kuang Xu, Dana Yang | Published: 2021-02-23 | Updated: 2021-10-23

Resilience of Bayesian Layer-Wise Explanations under Adversarial Attacks

Authors: Ginevra Carbone, Guido Sanguinetti, Luca Bortolussi | Published: 2021-02-22 | Updated: 2022-05-05

A Zeroth-Order Block Coordinate Descent Algorithm for Huge-Scale Black-Box Optimization

Authors: HanQin Cai, Yuchen Lou, Daniel McKenzie, Wotao Yin | Published: 2021-02-21 | Updated: 2021-06-11