Convergence Property

Score Attack: A Lower Bound Technique for Optimal Differentially Private Learning

Authors: T. Tony Cai, Yichen Wang, Linjun Zhang | Published: 2023-03-13
Privacy Enhancing Technology
Risk Assessment Method
Convergence Property

FedSA: Accelerating Intrusion Detection in Collaborative Environments with Federated Simulated Annealing

Authors: Helio N. Cunha Neto, Ivana Dusparic, Diogo M. F. Mattos, Natalia C. Fernandes | Published: 2022-05-23
Convergence Property
Performance Evaluation Metrics
Loss Function

Graph Unlearning

Authors: Min Chen, Zhikun Zhang, Tianhao Wang, Michael Backes, Mathias Humbert, Yang Zhang | Published: 2021-03-27 | Updated: 2022-09-16
Data Management System
Convergence Property
Optimization Methods

Robust Stochastic Bandit Algorithms under Probabilistic Unbounded Adversarial Attack

Authors: Ziwei Guan, Kaiyi Ji, Donald J Bucci Jr, Timothy Y Hu, Joseph Palombo, Michael Liston, Yingbin Liang | Published: 2020-02-17
Game Theory
Convergence Property
Toxicity of Rewards

Robust binary classification with the 01 loss

Authors: Yunzhe Xue, Meiyan Xie, Usman Roshan | Published: 2020-02-09
Robustness Improvement Method
Convergence Property
Machine Learning Technology

Curse of Dimensionality on Randomized Smoothing for Certifiable Robustness

Authors: Aounon Kumar, Alexander Levine, Tom Goldstein, Soheil Feizi | Published: 2020-02-08 | Updated: 2020-08-14
Robustness Improvement Method
Convergence Property
Statistical Testing

Understanding the Decision Boundary of Deep Neural Networks: An Empirical Study

Authors: David Mickisch, Felix Assion, Florens Greßner, Wiebke Günther, Mariele Motta | Published: 2020-02-05
Robustness Improvement Method
Convergence Property
Adversarial Example

Privacy-preserving parametric inference: a case for robust statistics

Authors: Marco Avella-Medina | Published: 2019-11-22
Robust Estimation
Convergence Property
Definition of Mathematical Concepts

Distributed Byzantine Tolerant Stochastic Gradient Descent in the Era of Big Data

Authors: Richeng Jin, Xiaofan He, Huaiyu Dai | Published: 2019-02-27 | Updated: 2019-03-06
Byzantine Consensus Mechanism
Convergence Property
Robustness Improvement Method

Function Space Particle Optimization for Bayesian Neural Networks

Authors: Ziyu Wang, Tongzheng Ren, Jun Zhu, Bo Zhang | Published: 2019-02-26 | Updated: 2019-05-08
Robustness Evaluation
Convergence Property
Selection and Evaluation of Optimization Algorithms