機械学習手法

Inferring Private Personal Attributes of Virtual Reality Users from Head and Hand Motion Data

Authors: Vivek Nair, Christian Rack, Wenbo Guo, Rui Wang, Shuixian Li, Brandon Huang, Atticus Cull, James F. O'Brien, Marc Latoschik, Louis Rosenberg, Dawn Song | Published: 2023-05-30 | Updated: 2023-06-10
サンプリング手法
プライバシー保護手法
機械学習手法

Robust Lipschitz Bandits to Adversarial Corruptions

Authors: Yue Kang, Cho-Jui Hsieh, Thomas C. M. Lee | Published: 2023-05-29 | Updated: 2023-10-08
強化学習
敵対的攻撃
機械学習手法

Expressive Losses for Verified Robustness via Convex Combinations

Authors: Alessandro De Palma, Rudy Bunel, Krishnamurthy Dvijotham, M. Pawan Kumar, Robert Stanforth, Alessio Lomuscio | Published: 2023-05-23 | Updated: 2024-03-18
パラメータ調整
機械学習手法
深層学習手法

On the Optimal Batch Size for Byzantine-Robust Distributed Learning

Authors: Yi-Rui Yang, Chang-Wei Shi, Wu-Jun Li | Published: 2023-05-23
ビザンチン合意メカニズム
収束特性
機械学習手法

Quantum Machine Learning for Malware Classification

Authors: Grégoire Barrué, Tony Quertier | Published: 2023-05-09 | Updated: 2023-06-07
パラメータ調整
機械学習手法
量子ニューラルネットワーク

Machine Learning for Detection and Mitigation of Web Vulnerabilities and Web Attacks

Authors: Mahnoor Shahid | Published: 2023-04-27
検出手法の分析
機械学習手法
深層学習手法

When approximate design for fast homomorphic computation provides differential privacy guarantees

Authors: Arnaud Grivet Sébert, Martin Zuber, Oana Stan, Renaud Sirdey, Cédric Gouy-Pailler | Published: 2023-04-06
ウォーターマーキング
プライバシー保護技術
機械学習手法

Leveraging Deep Learning Approaches for Deepfake Detection: A Review

Authors: Aniruddha Tiwari, Rushit Dave, Mounika Vanamala | Published: 2023-04-04
ウォーターマーキング
モデル選択
機械学習手法

On Mitigating the Utility-Loss in Differentially Private Learning: A new Perspective by a Geometrically Inspired Kernel Approach

Authors: Mohit Kumar, Bernhard A. Moser, Lukas Fischer | Published: 2023-04-03 | Updated: 2024-02-07
プライバシー保護技術
機械学習手法
正則化

Effective Feature Extraction for Intrusion Detection System using Non-negative Matrix Factorization and Univariate analysis

Authors: Swapnil Mane, Vaibhav Khatavkar, Niranjan Gijare, Pranav Bhendawade | Published: 2023-04-03
データ収集
機械学習手法
特徴選択手法