Algorithm Design

Locally Differentially Private Distributed Online Learning with Guaranteed Optimality

Authors: Ziqin Chen, Yongqiang Wang | Published: 2023-06-25 | Updated: 2024-08-23
Algorithm Design
Privacy Protection
Convergence Guarantee

Machine Learning needs Better Randomness Standards: Randomised Smoothing and PRNG-based attacks

Authors: Pranav Dahiya, Ilia Shumailov, Ross Anderson | Published: 2023-06-24 | Updated: 2024-02-10
Algorithm Design
Adversarial attack
Statistical Testing

Decentralized Online Federated G-Network Learning for Lightweight Intrusion Detection

Authors: Mert Nakıp, Baran Can Gül, Erol Gelenbe | Published: 2023-06-22 | Updated: 2023-11-28
Algorithm Design
Malware Detection Method
Federated Learning

Using Topological Data Analysis to classify Encrypted Bits

Authors: Jayati Kaushik, Aaruni Kaushik, Upasana Parashar | Published: 2023-01-18
Algorithm Design
Machine Learning
Image Forensics

Reconstructing Training Data from Model Gradient, Provably

Authors: Zihan Wang, Jason D. Lee, Qi Lei | Published: 2022-12-07 | Updated: 2023-06-10
Algorithm Design
Privacy Risk Management
Reconstruction Durability

Pareto Regret Analyses in Multi-objective Multi-armed Bandit

Authors: Mengfan Xu, Diego Klabjan | Published: 2022-12-01 | Updated: 2023-05-30
Algorithm Design
Online Learning
Optimization Problem

Targets in Reinforcement Learning to solve Stackelberg Security Games

Authors: Saptarashmi Bandyopadhyay, Chenqi Zhu, Philip Daniel, Joshua Morrison, Ethan Shay, John Dickerson | Published: 2022-11-30
Algorithm Design
Stacking Model
Security Assurance

Multi-Player Bandits Robust to Adversarial Collisions

Authors: Shivakumar Mahesh, Anshuka Rangi, Haifeng Xu, Long Tran-Thanh | Published: 2022-11-15
Algorithm Design
Attack Method
Optimization Methods

Sketching for First Order Method: Efficient Algorithm for Low-Bandwidth Channel and Vulnerability

Authors: Zhao Song, Yitan Wang, Zheng Yu, Lichen Zhang | Published: 2022-10-15 | Updated: 2023-06-06
Algorithm Design
Privacy Risk Management
Convergence Guarantee

Distributed Non-Convex Optimization with One-Bit Compressors on Heterogeneous Data: Efficient and Resilient Algorithms

Authors: Ming Xiang, Lili Su | Published: 2022-10-03 | Updated: 2023-02-17
Algorithm
Algorithm Design
Convergence Guarantee