アルゴリズム設計

Locally Differentially Private Distributed Online Learning with Guaranteed Optimality

Authors: Ziqin Chen, Yongqiang Wang | Published: 2023-06-25 | Updated: 2024-08-23
アルゴリズム設計
プライバシー保護
収束保証

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
アルゴリズム設計
敵対的攻撃
統計的検定

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
アルゴリズム設計
マルウェア検出手法
連合学習

Using Topological Data Analysis to classify Encrypted Bits

Authors: Jayati Kaushik, Aaruni Kaushik, Upasana Parashar | Published: 2023-01-18
アルゴリズム設計
機械学習
画像フォレンジック

Reconstructing Training Data from Model Gradient, Provably

Authors: Zihan Wang, Jason D. Lee, Qi Lei | Published: 2022-12-07 | Updated: 2023-06-10
アルゴリズム設計
プライバシーリスク管理
再構築耐久性

Pareto Regret Analyses in Multi-objective Multi-armed Bandit

Authors: Mengfan Xu, Diego Klabjan | Published: 2022-12-01 | Updated: 2023-05-30
アルゴリズム設計
オンライン学習
最適化問題

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
アルゴリズム設計
スタッキングモデル
セキュリティ保証

Multi-Player Bandits Robust to Adversarial Collisions

Authors: Shivakumar Mahesh, Anshuka Rangi, Haifeng Xu, Long Tran-Thanh | Published: 2022-11-15
アルゴリズム設計
攻撃手法
最適化手法

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
アルゴリズム設計
プライバシーリスク管理
収束保証

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
アルゴリズム
アルゴリズム設計
収束保証