最適化問題

Adversarial Purification for Data-Driven Power System Event Classifiers with Diffusion Models

Authors: Yuanbin Cheng, Koji Yamashita, Jim Follum, Nanpeng Yu | Published: 2023-11-13
敵対的テキスト浄化
最適化問題
防御手法

A Differentially Private Weighted Empirical Risk Minimization Procedure and its Application to Outcome Weighted Learning

Authors: Spencer Giddens, Yiwang Zhou, Kevin R. Krull, Tara M. Brinkman, Peter X. K. Song, Fang Liu | Published: 2023-07-24 | Updated: 2024-09-27
データプライバシー評価
医療データの透かし設定
最適化問題

The importance of feature preprocessing for differentially private linear optimization

Authors: Ziteng Sun, Ananda Theertha Suresh, Aditya Krishna Menon | Published: 2023-07-19 | Updated: 2024-02-19
サンプル複雑性
データプライバシー評価
最適化問題

Optimal Differentially Private Model Training with Public Data

Authors: Andrew Lowy, Zeman Li, Tianjian Huang, Meisam Razaviyayn | Published: 2023-06-26 | Updated: 2024-09-09
プライバシー保護手法
最適化問題
連合学習

Gradient Sparsification for Efficient Wireless Federated Learning with Differential Privacy

Authors: Kang Wei, Jun Li, Chuan Ma, Ming Ding, Feng Shu, Haitao Zhao, Wen Chen, Hongbo Zhu | Published: 2023-04-09 | Updated: 2023-12-21
クライアントクラスタリング
プライバシー手法
最適化問題

Reliable learning in challenging environments

Authors: Maria-Florina Balcan, Steve Hanneke, Rattana Pukdee, Dravyansh Sharma | Published: 2023-04-06 | Updated: 2023-10-29
ロバスト性
最適化問題
資金提供

Practical Differentially Private Hyperparameter Tuning with Subsampling

Authors: Antti Koskela, Tejas Kulkarni | Published: 2023-01-27 | Updated: 2024-02-13
ウォーターマーキング
プライバシー保護技術
最適化問題

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

Hijack Vertical Federated Learning Models As One Party

Authors: Pengyu Qiu, Xuhong Zhang, Shouling Ji, Changjiang Li, Yuwen Pu, Xing Yang, Ting Wang | Published: 2022-12-01 | Updated: 2024-02-16
敵対的サンプル
最適化問題
未ターゲット毒性攻撃

Tight Certification of Adversarially Trained Neural Networks via Nonconvex Low-Rank Semidefinite Relaxations

Authors: Hong-Ming Chiu, Richard Y. Zhang | Published: 2022-11-30 | Updated: 2023-06-14
ウォーターマーキング
最適化問題
最適化手法