文献データベース

Joint Service Pricing and Cooperative Relay Communication for Federated Learning

Authors: Shaohan Feng, Dusit Niyato, Ping Wang, Dong In Kim, Ying-Chang Liang | Published: 2018-11-29
データ収集
最適化問題
連合学習

MOBIUS: Model-Oblivious Binarized Neural Networks

Authors: Hiromasa Kitai, Jason Paul Cruz, Naoto Yanai, Naohisa Nishida, Tatsumi Oba, Yuji Unagami, Tadanori Teruya, Nuttapong Attrapadung, Takahiro Matsuda, Goichiro Hanaoka | Published: 2018-11-29
トリガーの検知
プライバシー保護機械学習
差分プライバシー

An Adversarial Approach for Explainable AI in Intrusion Detection Systems

Authors: Daniel L. Marino, Chathurika S. Wickramasinghe, Milos Manic | Published: 2018-11-28
AIによる出力の識別
モデル性能評価
敵対的サンプル

Adversarial Machine Learning And Speech Emotion Recognition: Utilizing Generative Adversarial Networks For Robustness

Authors: Siddique Latif, Rajib Rana, Junaid Qadir | Published: 2018-11-28 | Updated: 2018-12-30
モデルの頑健性保証
ロバスト性向上
防御手法

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