Loss Function

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

Data Heterogeneity Differential Privacy: From Theory to Algorithm

Authors: Yilin Kang, Jian Li, Yong Liu, Weiping Wang | Published: 2020-02-20 | Updated: 2023-01-28
DP-SGD
Privacy-Preserving Algorithm
Loss Function

Multi-Task Siamese Neural Network for Improving Replay Attack Detection

Authors: Patrick von Platen, Fei Tao, Gokhan Tur | Published: 2020-02-16
Training Method
Loss Function
Feature Extraction Method

Adversarial Distributional Training for Robust Deep Learning

Authors: Yinpeng Dong, Zhijie Deng, Tianyu Pang, Hang Su, Jun Zhu | Published: 2020-02-14 | Updated: 2020-11-19
Training Method
Robustness Evaluation
Loss Function

An Empirical Study on the Relation between Network Interpretability and Adversarial Robustness

Authors: Adam Noack, Isaac Ahern, Dejing Dou, Boyang Li | Published: 2019-12-07 | Updated: 2020-12-04
Robustness
Loss Function
Deep Learning Method

On the Hardness of Robust Classification

Authors: Pascale Gourdeau, Varun Kanade, Marta Kwiatkowska, James Worrell | Published: 2019-09-12
Learnability of Monotone Combinations
Loss Function
Computational Problem

Nonconvex Zeroth-Order Stochastic ADMM Methods with Lower Function Query Complexity

Authors: Feihu Huang, Shangqian Gao, Jian Pei, Heng Huang | Published: 2019-07-30 | Updated: 2023-12-11
SGD Characteristics
Multi-Objective Optimization
Loss Function

A Deep Learning Based Attack for The Chaos-based Image Encryption

Authors: Chen He, Kan Ming, Yongwei Wang, Z. Jane Wang | Published: 2019-07-29
Data Protection Method
Loss Function
Cryptographic Protocol

Towards Robust Deep Neural Networks

Authors: Timothy E. Wang, Yiming Gu, Dhagash Mehta, Xiaojun Zhao, Edgar A. Bernal | Published: 2018-10-27 | Updated: 2018-12-04
Certified Robustness
Robust Estimation
Loss Function