文献データベース

Robust Classification of Financial Risk

Authors: Suproteem K. Sarkar, Kojin Oshiba, Daniel Giebisch, Yaron Singer | Published: 2018-11-27
モデル性能評価
ロバスト性向上
敵対的学習

A Frank-Wolfe Framework for Efficient and Effective Adversarial Attacks

Authors: Jinghui Chen, Dongruo Zhou, Jinfeng Yi, Quanquan Gu | Published: 2018-11-27 | Updated: 2019-09-15
バックドアモデルの検知
モデル性能評価
最適化アルゴリズムの選択と評価

Distributed and Secure ML with Self-tallying Multi-party Aggregation

Authors: Yunhui Long, Tanmay Gangwani, Haris Mughees, Carl Gunter | Published: 2018-11-26
モデル性能評価
安全な算術計算
暗号プロトコル

Generalised Differential Privacy for Text Document Processing

Authors: Natasha Fernandes, Mark Dras, Annabelle McIver | Published: 2018-11-26 | Updated: 2019-02-05
テキスト分類の応用
モデルインバージョン
差分プライバシー

Compressible and Learnable Encryption for Untrusted Cloud Environments

Authors: Hitoshi Kiya | Published: 2018-11-26
ITセキュリティの課題
ロバスト性向上
暗号プロトコル

Faster CryptoNets: Leveraging Sparsity for Real-World Encrypted Inference

Authors: Edward Chou, Josh Beal, Daniel Levy, Serena Yeung, Albert Haque, Li Fei-Fei | Published: 2018-11-25
トリガーの検知
モデル性能評価
暗号化技術

A Fully Private Pipeline for Deep Learning on Electronic Health Records

Authors: Edward Chou, Thao Nguyen, Josh Beal, Albert Haque, Li Fei-Fei | Published: 2018-11-25
医療データの透かし設定
差分プライバシー
暗号プロトコル

Biscotti: A Ledger for Private and Secure Peer-to-Peer Machine Learning

Authors: Muhammad Shayan, Clement Fung, Chris J. M. Yoon, Ivan Beschastnikh | Published: 2018-11-24 | Updated: 2019-12-12
ポイズニング攻撃
差分プライバシー
連合学習

Dancing in the Dark: Private Multi-Party Machine Learning in an Untrusted Setting

Authors: Clement Fung, Jamie Koerner, Stewart Grant, Ivan Beschastnikh | Published: 2018-11-23 | Updated: 2019-02-24
プライバシー保護
ポイズニング攻撃
モデル抽出攻撃

FALCON: A Fourier Transform Based Approach for Fast and Secure Convolutional Neural Network Predictions

Authors: Shaohua Li, Kaiping Xue, Chenkai Ding, Xindi Gao, David S L Wei, Tao Wan, Feng Wu | Published: 2018-11-20
トリガーの検知
メンバーシップ推論
暗号プロトコル