Optimization Problem

Training Artificial Neural Networks by Generalized Likelihood Ratio Method: Exploring Brain-like Learning to Improve Robustness

Authors: Li Xiao, Yijie Peng, Jeff Hong, Zewu Ke, Shuhuai Yang | Published: 2019-01-31 | Updated: 2019-07-11
Robustness Improvement
Loss Term
Optimization Problem

Discrete Adversarial Attacks and Submodular Optimization with Applications to Text Classification

Authors: Qi Lei, Lingfei Wu, Pin-Yu Chen, Alexandros G. Dimakis, Inderjit S. Dhillon, Michael Witbrock | Published: 2018-12-01 | Updated: 2019-04-04
Application of Text Classification
Adversarial Example
Optimization Problem

Joint Service Pricing and Cooperative Relay Communication for Federated Learning

Authors: Shaohan Feng, Dusit Niyato, Ping Wang, Dong In Kim, Ying-Chang Liang | Published: 2018-11-29
Data Collection
Optimization Problem
Federated Learning

Resilient Non-Submodular Maximization over Matroid Constraints

Authors: Vasileios Tzoumas, Ali Jadbabaie, George J. Pappas | Published: 2018-04-02 | Updated: 2018-12-06
Convergence Analysis
Optimization Problem
Approximate Calculation

Certified Defenses for Data Poisoning Attacks

Authors: Jacob Steinhardt, Pang Wei Koh, Percy Liang | Published: 2017-06-09 | Updated: 2017-11-24
Poisoning
Optimization Problem
Detection of Poisonous Data