モデル設計

Mapping the Internet: Modelling Entity Interactions in Complex Heterogeneous Networks

Authors: Simon Mandlik, Tomas Pevny | Published: 2021-04-19 | Updated: 2022-06-08
ポイズニング
モデル設計
機械学習技術

Vectorized Secure Evaluation of Decision Forests

Authors: Raghav Malik, Vidush Singhal, Benjamin Gottfried, Milind Kulkarni | Published: 2021-04-19
プライバシー保護
モデル設計
暗号化技術

Orthogonalizing Convolutional Layers with the Cayley Transform

Authors: Asher Trockman, J. Zico Kolter | Published: 2021-04-14
モデル設計
リソース最適化
機械学習技術

Plinius: Secure and Persistent Machine Learning Model Training

Authors: Peterson Yuhala, Pascal Felber, Valerio Schiavoni, Alain Tchana | Published: 2021-04-07 | Updated: 2021-04-08
プライバシー保護
メモリ管理手法
モデル設計

Model Weight Theft With Just Noise Inputs: The Curious Case of the Petulant Attacker

Authors: Nicholas Roberts, Vinay Uday Prabhu, Matthew McAteer | Published: 2019-12-19
データ生成
モデル設計
モデル通信

Adversarial Model Extraction on Graph Neural Networks

Authors: David DeFazio, Arti Ramesh | Published: 2019-12-16
GNN
モデル設計
機械学習の基礎

Privacy preserving Neural Network Inference on Encrypted Data with GPUs

Authors: Daniel Takabi, Robert Podschwadt, Jeff Druce, Curt Wu, Kevin Procopio | Published: 2019-11-26
モデル設計
機械学習の応用
画像特徴抽出

Adversarial Attack with Pattern Replacement

Authors: Ziang Dong, Liang Mao, Shiliang Sun | Published: 2019-11-25
モデル設計
敵対的攻撃手法
研究方法論

Invert and Defend: Model-based Approximate Inversion of Generative Adversarial Networks for Secure Inference

Authors: Wei-An Lin, Yogesh Balaji, Pouya Samangouei, Rama Chellappa | Published: 2019-11-23
モデル設計
敵対的攻撃手法
研究方法論

Fine-grained Synthesis of Unrestricted Adversarial Examples

Authors: Omid Poursaeed, Tianxing Jiang, Yordanos Goshu, Harry Yang, Serge Belongie, Ser-Nam Lim | Published: 2019-11-20 | Updated: 2020-10-22
モデル性能評価
モデル設計
敵対的攻撃手法