Optimization Problem

Decentralized Federated Averaging

Authors: Tao Sun, Dongsheng Li, Bao Wang | Published: 2021-04-23
Convergence Analysis
Optimization Problem
Communication Analysis

BROADCAST: Reducing Both Stochastic and Compression Noise to Robustify Communication-Efficient Federated Learning

Authors: Heng Zhu, Qing Ling | Published: 2021-04-14 | Updated: 2022-04-11
Byzantine Consensus Mechanism
Convergence Analysis
Optimization Problem

Supervised Feature Selection Techniques in Network Intrusion Detection: a Critical Review

Authors: Mario Di Mauro, Giovanni Galatro, Giancarlo Fortino, Antonio Liotta | Published: 2021-04-11
Multi-Class Classification
Optimization Problem
Feature Engineering

Robust Classification Under $\ell_0$ Attack for the Gaussian Mixture Model

Authors: Payam Delgosha, Hamed Hassani, Ramtin Pedarsani | Published: 2021-04-05
Convergence Analysis
Adversarial Example
Optimization Problem

LSDAT: Low-Rank and Sparse Decomposition for Decision-based Adversarial Attack

Authors: Ashkan Esmaeili, Marzieh Edraki, Nazanin Rahnavard, Mubarak Shah, Ajmal Mian | Published: 2021-03-19 | Updated: 2021-03-22
Adversarial Attack Methods
Optimization Problem
Deep Learning Technology

Higher-Order Certification for Randomized Smoothing

Authors: Jeet Mohapatra, Ching-Yun Ko, Tsui-Wei Weng, Pin-Yu Chen, Sijia Liu, Luca Daniel | Published: 2020-10-13
Membership Inference
Quantification of Uncertainty
Optimization Problem

Toward Few-step Adversarial Training from a Frequency Perspective

Authors: Hans Shih-Han Wang, Cory Cornelius, Brandon Edwards, Jason Martin | Published: 2020-10-13
Generalization Performance
Optimization Problem
Machine Learning

Scalable Adversarial Attack on Graph Neural Networks with Alternating Direction Method of Multipliers

Authors: Boyuan Feng, Yuke Wang, Xu Li, Yufei Ding | Published: 2020-09-22
Memory Evaluation
Factors of Performance Degradation
Optimization Problem

DeepDyve: Dynamic Verification for Deep Neural Networks

Authors: Yu Li, Min Li, Bo Luo, Ye Tian, Qiang Xu | Published: 2020-09-21 | Updated: 2020-10-16
Risk Assessment
Factors of Performance Degradation
Optimization Problem

Learning to Learn from Mistakes: Robust Optimization for Adversarial Noise

Authors: Alex Serban, Erik Poll, Joost Visser | Published: 2020-08-12
Adversarial Example
Adversarial Training
Optimization Problem