モデル設計

FedTDP: A Privacy-Preserving and Unified Framework for Trajectory Data Preparation via Federated Learning

Authors: Zhihao Zeng, Ziquan Fang, Wei Shao, Lu Chen, Yunjun Gao | Published: 2025-05-08
プライバシー設計原則
モデル設計
機械学習技術

Contextual Chart Generation for Cyber Deception

Authors: David D. Nguyen, David Liebowitz, Surya Nepal, Salil S. Kanhere, Sharif Abuadbba | Published: 2024-04-07
データ前処理
モデル設計
評価手法

Federated Bayesian Network Ensembles

Authors: Florian van Daalen, Lianne Ippel, Andre Dekker, Inigo Bermejo | Published: 2024-02-19
ベイズ分類
モデル設計
連合学習

Salsa Fresca: Angular Embeddings and Pre-Training for ML Attacks on Learning With Errors

Authors: Samuel Stevens, Emily Wenger, Cathy Li, Niklas Nolte, Eshika Saxena, François Charton, Kristin Lauter | Published: 2024-02-02
ウォーターマーキング
モデル設計

A Method for Network Intrusion Detection Using Flow Sequence and BERT Framework

Authors: Loc Gia Nguyen, Kohei Watabe | Published: 2023-10-26
セキュリティ分析
モデル設計
敵対的攻撃検出

Privately Aligning Language Models with Reinforcement Learning

Authors: Fan Wu, Huseyin A. Inan, Arturs Backurs, Varun Chandrasekaran, Janardhan Kulkarni, Robert Sim | Published: 2023-10-25 | Updated: 2024-05-03
プライバシー手法
モデル設計
自然言語処理

Radio Frequency Fingerprinting via Deep Learning: Challenges and Opportunities

Authors: Saeif Al-Hazbi, Ahmed Hussain, Savio Sciancalepore, Gabriele Oligeri, Panos Papadimitratos | Published: 2023-10-25 | Updated: 2024-04-15
IoTデバイス識別
フィンガープリンティング手法
モデル設計

Privacy Amplification for Matrix Mechanisms

Authors: Christopher A. Choquette-Choo, Arun Ganesh, Thomas Steinke, Abhradeep Thakurta | Published: 2023-10-24 | Updated: 2024-05-04
データ生成
プライバシー手法
モデル設計

Towards the Theory of Unsupervised Federated Learning: Non-asymptotic Analysis of Federated EM Algorithms

Authors: Ye Tian, Haolei Weng, Yang Feng | Published: 2023-10-23 | Updated: 2024-06-14
モデル設計
収束保証
最適化手法

B^2SFL: A Bi-level Blockchained Architecture for Secure Federated Learning-based Traffic Prediction

Authors: Hao Guo, Collin Meese, Wanxin Li, Chien-Chung Shen, Mark Nejad | Published: 2023-10-23
プライバシー手法
モデル設計
機械学習手法