学習の改善

Constraining Logits by Bounded Function for Adversarial Robustness

Authors: Sekitoshi Kanai, Masanori Yamada, Shin'ya Yamaguchi, Hiroshi Takahashi, Yasutoshi Ida | Published: 2020-10-06
ロバスト性向上手法
学習の改善
敵対的攻撃

Adversarial Boot Camp: label free certified robustness in one epoch

Authors: Ryan Campbell, Chris Finlay, Adam M Oberman | Published: 2020-10-05
ロバスト性向上手法
学習の改善
敵対的攻撃

Descent-to-Delete: Gradient-Based Methods for Machine Unlearning

Authors: Seth Neel, Aaron Roth, Saeed Sharifi-Malvajerdi | Published: 2020-07-06
データ削除アルゴリズム
マシン・アンラーニング
学習の改善

Rethinking Clustering for Robustness

Authors: Motasem Alfarra, Juan C. Pérez, Adel Bibi, Ali Thabet, Pablo Arbeláez, Bernard Ghanem | Published: 2020-06-13 | Updated: 2021-11-19
学習の改善
将来の研究
機械学習の基礎

Interpolation between Residual and Non-Residual Networks

Authors: Zonghan Yang, Yang Liu, Chenglong Bao, Zuoqiang Shi | Published: 2020-06-10 | Updated: 2020-08-16
アルゴリズム
パフォーマンス評価
学習の改善

Low Distortion Block-Resampling with Spatially Stochastic Networks

Authors: Sarah Jane Hong, Martin Arjovsky, Darryl Barnhart, Ian Thompson | Published: 2020-06-09 | Updated: 2020-12-10
アルゴリズム
学習の改善
生成モデルの課題

On the Effectiveness of Regularization Against Membership Inference Attacks

Authors: Yigitcan Kaya, Sanghyun Hong, Tudor Dumitras | Published: 2020-06-09
プライバシー評価
学習の改善
防御効果分析

Simultaneous Perturbation Stochastic Approximation for Few-Shot Learning

Authors: Andrei Boiarov, Oleg Granichin, Olga Granichina | Published: 2020-06-09
Few-Shot Learning
アルゴリズム
学習の改善

Stealing Deep Reinforcement Learning Models for Fun and Profit

Authors: Kangjie Chen, Shangwei Guo, Tianwei Zhang, Xiaofei Xie, Yang Liu | Published: 2020-06-09 | Updated: 2020-12-22
アルゴリズム
学習の改善
攻撃タイプ

A Multi-step and Resilient Predictive Q-learning Algorithm for IoT with Human Operators in the Loop: A Case Study in Water Supply Networks

Authors: Maria Grammatopoulou, Aris Kanellopoulos, Kyriakos G. ~Vamvoudakis, Nathan Lau | Published: 2020-06-06
アルゴリズム
リスク管理
学習の改善