ロバスト性

RORL: Robust Offline Reinforcement Learning via Conservative Smoothing

Authors: Rui Yang, Chenjia Bai, Xiaoteng Ma, Zhaoran Wang, Chongjie Zhang, Lei Han | Published: 2022-06-06 | Updated: 2022-10-22
ロバスト性
不確実性評価
強化学習環境

A Vision Inspired Neural Network for Unsupervised Anomaly Detection in Unordered Data

Authors: Nassir Mohammad | Published: 2022-05-13
ロバスト性
攻撃検出
自己教師あり学習

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

Why adversarial training can hurt robust accuracy

Authors: Jacob Clarysse, Julia Hörrmann, Fanny Yang | Published: 2022-03-03
データセット生成
ロバスト性
敵対的サンプル

Adversarial attacks on neural networks through canonical Riemannian foliations

Authors: Eliot Tron, Nicolas Couellan, Stéphane Puechmorel | Published: 2022-03-02 | Updated: 2024-09-18
ロバスト性
最適化アルゴリズムの選択と評価
防御手法

Transferring Adversarial Robustness Through Robust Representation Matching

Authors: Pratik Vaishnavi, Kevin Eykholt, Amir Rahmati | Published: 2022-02-21 | Updated: 2022-05-05
ポイズニング
ロバスト性
適応型敵対的訓練

Robustness of Graph Neural Networks at Scale

Authors: Simon Geisler, Tobias Schmidt, Hakan Şirin, Daniel Zügner, Aleksandar Bojchevski, Stephan Günnemann | Published: 2021-10-26 | Updated: 2023-04-30
グラフ表現学習
ロバスト性
敵対的学習

BulletTrain: Accelerating Robust Neural Network Training via Boundary Example Mining

Authors: Weizhe Hua, Yichi Zhang, Chuan Guo, Zhiru Zhang, G. Edward Suh | Published: 2021-09-29 | Updated: 2021-12-05
アルゴリズム
ロバスト性
難易度の高いサンプル

Distributionally Robust Multiclass Classification and Applications in Deep Image Classifiers

Authors: Ruidi Chen, Boran Hao, Ioannis Paschalidis | Published: 2021-09-27 | Updated: 2023-03-25
ロバスト性
性能評価
機械学習の応用

Adversarial Transfer Attacks With Unknown Data and Class Overlap

Authors: Luke E. Richards, André Nguyen, Ryan Capps, Steven Forsythe, Cynthia Matuszek, Edward Raff | Published: 2021-09-23 | Updated: 2021-09-24
ポイズニング
ロバスト性
敵対的攻撃