計算効率

Scaling Polyhedral Neural Network Verification on GPUs

Authors: Christoph Müller, François Serre, Gagandeep Singh, Markus Püschel, Martin Vechev | Published: 2020-07-20 | Updated: 2021-05-18
性能評価
深層学習
計算効率

Differentially Private Simple Linear Regression

Authors: Daniel Alabi, Audra McMillan, Jayshree Sarathy, Adam Smith, Salil Vadhan | Published: 2020-07-10
ハイパーパラメータ調整
プライバシー評価
計算効率

Stochastic Linear Bandits Robust to Adversarial Attacks

Authors: Ilija Bogunovic, Arpan Losalka, Andreas Krause, Jonathan Scarlett | Published: 2020-07-07 | Updated: 2020-10-27
不確実性の定量化
敵対的学習
計算効率

Robust Learning with Frequency Domain Regularization

Authors: Weiyu Guo, Yidong Ouyang | Published: 2020-07-07
敵対的学習
機械学習の基礎
計算効率

Black-box Adversarial Example Generation with Normalizing Flows

Authors: Hadi M. Dolatabadi, Sarah Erfani, Christopher Leckie | Published: 2020-07-06
敵対的学習
生成モデルの課題
計算効率

BLAZE: Blazing Fast Privacy-Preserving Machine Learning

Authors: Arpita Patra, Ajith Suresh | Published: 2020-05-18
MPCアルゴリズム
機械学習アルゴリズム
計算効率

Large-Scale Secure XGB for Vertical Federated Learning

Authors: Wenjing Fang, Derun Zhao, Jin Tan, Chaochao Chen, Chaofan Yu, Li Wang, Lei Wang, Jun Zhou, Benyu Zhang | Published: 2020-05-18 | Updated: 2021-09-02
機械学習アルゴリズム
計算効率
連合学習システム

Prive-HD: Privacy-Preserved Hyperdimensional Computing

Authors: Behnam Khaleghi, Mohsen Imani, Tajana Rosing | Published: 2020-05-14
プライバシー漏洩
計算効率
適応型再訓練メカニズム

Android Malware Clustering using Community Detection on Android Packages Similarity Network

Authors: ElMouatez Billah Karbab, Mourad Debbabi, Abdelouahid Derhab, Djedjiga Mouheb | Published: 2020-05-12
コミュニティ検出
マルウェア拡散手段
計算効率

DarkneTZ: Towards Model Privacy at the Edge using Trusted Execution Environments

Authors: Fan Mo, Ali Shahin Shamsabadi, Kleomenis Katevas, Soteris Demetriou, Ilias Leontiadis, Andrea Cavallaro, Hamed Haddadi | Published: 2020-04-12
TEE実装
プライバシー問題
計算効率