最適化戦略

Federated Learning with Matched Averaging

Authors: Hongyi Wang, Mikhail Yurochkin, Yuekai Sun, Dimitris Papailiopoulos, Yasaman Khazaeni | Published: 2020-02-15
最適化戦略
深層学習手法
連合学習

An Adaptive Empirical Bayesian Method for Sparse Deep Learning

Authors: Wei Deng, Xiao Zhang, Faming Liang, Guang Lin | Published: 2019-10-23 | Updated: 2020-04-13
収束保証
最適化戦略
深層学習技術

SCAFFOLD: Stochastic Controlled Averaging for Federated Learning

Authors: Sai Praneeth Karimireddy, Satyen Kale, Mehryar Mohri, Sashank J. Reddi, Sebastian U. Stich, Ananda Theertha Suresh | Published: 2019-10-14 | Updated: 2021-04-09
クライアント選択手法
最適化戦略
連合学習

The Price of Interpretability

Authors: Dimitris Bertsimas, Arthur Delarue, Patrick Jaillet, Sebastien Martin | Published: 2019-07-08
モデル選択
最適化戦略
解釈可能性

Treant: Training Evasion-Aware Decision Trees

Authors: Stefano Calzavara, Claudio Lucchese, Gabriele Tolomei, Seyum Assefa Abebe, Salvatore Orlando | Published: 2019-07-02 | Updated: 2019-07-03
敵対的攻撃
最適化戦略
機械学習フレームワーク

Accurate, reliable and fast robustness evaluation

Authors: Wieland Brendel, Jonas Rauber, Matthias Kümmerer, Ivan Ustyuzhaninov, Matthias Bethge | Published: 2019-07-01 | Updated: 2019-12-12
敵対的攻撃
最適化戦略
深層学習手法

DP-LSSGD: A Stochastic Optimization Method to Lift the Utility in Privacy-Preserving ERM

Authors: Bao Wang, Quanquan Gu, March Boedihardjo, Farzin Barekat, Stanley J. Osher | Published: 2019-06-28 | Updated: 2019-12-07
プライバシー保護
最適化戦略
機械学習フレームワーク

The Cost of a Reductions Approach to Private Fair Optimization

Authors: Daniel Alabi | Published: 2019-06-23 | Updated: 2021-05-23
アルゴリズム設計
プライバシー保護
最適化戦略

L0 Regularization Based Neural Network Design and Compression

Authors: S. Asim Ahmed | Published: 2019-05-31
最適化戦略
深層学習手法
深層学習技術

There are No Bit Parts for Sign Bits in Black-Box Attacks

Authors: Abdullah Al-Dujaili, Una-May O'Reilly | Published: 2019-02-19 | Updated: 2019-04-03
モデルの頑健性保証
敵対的攻撃手法
最適化戦略