モデル性能評価

Adversarial Defense Through Network Profiling Based Path Extraction

Authors: Yuxian Qiu, Jingwen Leng, Cong Guo, Quan Chen, Chao Li, Minyi Guo, Yuhao Zhu | Published: 2019-04-17 | Updated: 2019-05-09
モデル性能評価
敵対的攻撃検出
深層学習

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

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

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

Prediction of Signal Sequences in Abiotic Stress Inducible Genes from Main Crops by Association Rule Mining

Authors: Un-Hyang Ho, Hye-Ok Kong | Published: 2018-11-18
FR検出メカニズム
データ収集
モデル性能評価

Benchmarking datasets for Anomaly-based Network Intrusion Detection: KDD CUP 99 alternatives

Authors: Abhishek Divekar, Meet Parekh, Vaibhav Savla, Rudra Mishra, Mahesh Shirole | Published: 2018-11-13
データ収集
モデル性能評価
特徴重要度分析

MixTrain: Scalable Training of Verifiably Robust Neural Networks

Authors: Shiqi Wang, Yizheng Chen, Ahmed Abdou, Suman Jana | Published: 2018-11-06 | Updated: 2018-12-01
モデル性能評価
ロバスト性向上
敵対的学習

Exploring Connections Between Active Learning and Model Extraction

Authors: Varun Chandrasekaran, Kamalika Chaudhuri, Irene Giacomelli, Somesh Jha, Songbai Yan | Published: 2018-11-05 | Updated: 2019-11-20
オンライン学習
モデル性能評価
モデル抽出攻撃