モデル性能評価

Smartphone Impostor Detection with Behavioral Data Privacy and Minimalist Hardware Support

Authors: Guangyuan Hu, Zecheng He, Ruby B. Lee | Published: 2021-03-11 | Updated: 2021-03-17
モデル性能評価
ユーザ行動分析
深層学習手法

Diagnosing Vulnerability of Variational Auto-Encoders to Adversarial Attacks

Authors: Anna Kuzina, Max Welling, Jakub M. Tomczak | Published: 2021-03-10 | Updated: 2021-05-06
モデル性能評価
敵対的攻撃
脆弱性分析

Proof-of-Learning: Definitions and Practice

Authors: Hengrui Jia, Mohammad Yaghini, Christopher A. Choquette-Choo, Natalie Dullerud, Anvith Thudi, Varun Chandrasekaran, Nicolas Papernot | Published: 2021-03-09
データ依存性
モデル性能評価
敵対的攻撃

Robust Black-box Watermarking for Deep NeuralNetwork using Inverse Document Frequency

Authors: Mohammad Mehdi Yadollahi, Farzaneh Shoeleh, Sajjad Dadkhah, Ali A. Ghorbani | Published: 2021-03-09
モデル性能評価
深層学習手法
透かし評価

Adversarial Information Bottleneck

Authors: Penglong Zhai, Shihua Zhang | Published: 2021-02-28 | Updated: 2021-03-03
モデル性能評価
敵対的サンプル
敵対的訓練

Identifying Untrustworthy Predictions in Neural Networks by Geometric Gradient Analysis

Authors: Leo Schwinn, An Nguyen, René Raab, Leon Bungert, Daniel Tenbrinck, Dario Zanca, Martin Burger, Bjoern Eskofier | Published: 2021-02-24
モデル性能評価
信頼評価モジュール
敵対的サンプルの検知

A Zeroth-Order Block Coordinate Descent Algorithm for Huge-Scale Black-Box Optimization

Authors: HanQin Cai, Yuchen Lou, Daniel McKenzie, Wotao Yin | Published: 2021-02-21 | Updated: 2021-06-11
ウォーターマーキング
モデル性能評価
信号解析

IoTDevID: A Behavior-Based Device Identification Method for the IoT

Authors: Kahraman Kostas, Mike Just, Michael A. Lones | Published: 2021-02-17 | Updated: 2022-07-19
データセット評価
データ収集
モデル性能評価

ppAURORA: Privacy Preserving Area Under Receiver Operating Characteristic and Precision-Recall Curves

Authors: Ali Burak Ünal, Nico Pfeifer, Mete Akgün | Published: 2021-02-17 | Updated: 2023-06-15
ウォーターマーキング
データ保護手法
モデル性能評価

Towards Certifying L-infinity Robustness using Neural Networks with L-inf-dist Neurons

Authors: Bohang Zhang, Tianle Cai, Zhou Lu, Di He, Liwei Wang | Published: 2021-02-10 | Updated: 2021-06-14
データセット評価
モデル性能評価
敵対的サンプル