モデル設計

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

Adversarial Robustness of Flow-Based Generative Models

Authors: Phillip Pope, Yogesh Balaji, Soheil Feizi | Published: 2019-11-20
トレードオフ分析
モデル設計
敵対的攻撃手法

Robust Design of Deep Neural Networks against Adversarial Attacks based on Lyapunov Theory

Authors: Arash Rahnama, Andre T. Nguyen, Edward Raff | Published: 2019-11-12
モデル設計
数値安定性の問題
敵対的サンプル

Mimic Learning to Generate a Shareable Network Intrusion Detection Model

Authors: Ahmed Shafee, Mohamed Baza, Douglas A. Talbert, Mostafa M. Fouda, Mahmoud Nabil, Mohamed Mahmoud | Published: 2019-05-02 | Updated: 2020-02-18
ポイズニング
モデル設計
機械学習