最適化手法

The Right to be Forgotten in Federated Learning: An Efficient Realization with Rapid Retraining

Authors: Yi Liu, Lei Xu, Xingliang Yuan, Cong Wang, Bo Li | Published: 2022-03-14
トレーニングプロトコル
プライバシー保護技術
最適化手法

Query-Efficient Black-box Adversarial Attacks Guided by a Transfer-based Prior

Authors: Yinpeng Dong, Shuyu Cheng, Tianyu Pang, Hang Su, Jun Zhu | Published: 2022-03-13
ポイズニング
最適化手法
深層学習技術

Designing ML-Resilient Locking at Register-Transfer Level

Authors: Dominik Sisejkovic, Luca Collini, Benjamin Tan, Christian Pilato, Ramesh Karri, Rainer Leupers | Published: 2022-03-10 | Updated: 2022-04-06
セキュリティメトリック
ロバスト性
最適化手法

Private Adaptive Optimization with Side Information

Authors: Tian Li, Manzil Zaheer, Sashank J. Reddi, Virginia Smith | Published: 2022-02-12 | Updated: 2022-06-25
収束分析
最適化手法
重み更新手法

On the Convergence of Prior-Guided Zeroth-Order Optimization Algorithms

Authors: Shuyu Cheng, Guoqiang Wu, Jun Zhu | Published: 2021-07-21 | Updated: 2021-11-07
フレームワーク
最適化手法
統計的手法

Robust Distributed Optimization With Randomly Corrupted Gradients

Authors: Berkay Turan, Cesar A. Uribe, Hoi-To Wai, Mahnoosh Alizadeh | Published: 2021-06-28 | Updated: 2022-06-17
マルコフモデル
ロバスト回帰
最適化手法

Reinforced Few-Shot Acquisition Function Learning for Bayesian Optimization

Authors: Bing-Jing Hsieh, Ping-Chun Hsieh, Xi Liu | Published: 2021-06-08
強化学習
最適化手法
機械学習

Gradient-based Data Subversion Attack Against Binary Classifiers

Authors: Rosni K Vasu, Sanjay Seetharaman, Shubham Malaviya, Manish Shukla, Sachin Lodha | Published: 2021-05-31
データ汚染検出
ポイズニング
最適化手法

DeepMoM: Robust Deep Learning With Median-of-Means

Authors: Shih-Ting Huang, Johannes Lederer | Published: 2021-05-28 | Updated: 2021-11-08
データ汚染検出
収束保証
最適化手法

Regularization Can Help Mitigate Poisoning Attacks… with the Right Hyperparameters

Authors: Javier Carnerero-Cano, Luis Muñoz-González, Phillippa Spencer, Emil C. Lupu | Published: 2021-05-23
ポイズニング
最適化手法
脆弱性評価手法