難易度の高いサンプル

Demystifying Behavior-Based Malware Detection at Endpoints

Authors: Yigitcan Kaya, Yizheng Chen, Shoumik Saha, Fabio Pierazzi, Lorenzo Cavallaro, David Wagner, Tudor Dumitras | Published: 2024-05-09
エンドポイント検出
マルウェア分類
難易度の高いサンプル

One-vs-the-Rest Loss to Focus on Important Samples in Adversarial Training

Authors: Sekitoshi Kanai, Shin'ya Yamaguchi, Masanori Yamada, Hiroshi Takahashi, Kentaro Ohno, Yasutoshi Ida | Published: 2022-07-21 | Updated: 2023-04-26
敵対的サンプル
適応型敵対的訓練
難易度の高いサンプル

On the Importance of Difficulty Calibration in Membership Inference Attacks

Authors: Lauren Watson, Chuan Guo, Graham Cormode, Alex Sablayrolles | Published: 2021-11-15 | Updated: 2022-04-11
データセット評価
メンバーシップ推論
難易度の高いサンプル

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

Detecting Adversarial Examples Is (Nearly) As Hard As Classifying Them

Authors: Florian Tramèr | Published: 2021-07-24 | Updated: 2022-06-16
機械学習の役割
防御メカニズム
難易度の高いサンプル