モデル性能評価

Omni: Automated Ensemble with Unexpected Models against Adversarial Evasion Attack

Authors: Rui Shu, Tianpei Xia, Laurie Williams, Tim Menzies | Published: 2020-11-23 | Updated: 2021-10-12
モデル性能評価
敵対的サンプル
敵対的攻撃

Beta-CoRM: A Bayesian Approach for $n$-gram Profiles Analysis

Authors: José A. Perusquía, Jim E. Griffin, Cristiano Villa | Published: 2020-11-23 | Updated: 2024-09-02
モデル性能評価
特徴エンジニアリング
生成モデル特性

Toward a Next Generation Particle Precipitation Model: Mesoscale Prediction Through Machine Learning (a Case Study and Framework for Progress)

Authors: Ryan M. McGranaghan, Jack Ziegler, Téo Bloch, Spencer Hatch, Enrico Camporeale, Kristina Lynch, Mathew Owens, Jesper Gjerloev, Binzheng Zhang, Susan Skone | Published: 2020-11-19 | Updated: 2021-06-28
モデル性能評価
気候データ収集
生成モデル特性

Almost Tight L0-norm Certified Robustness of Top-k Predictions against Adversarial Perturbations

Authors: Jinyuan Jia, Binghui Wang, Xiaoyu Cao, Hongbin Liu, Neil Zhenqiang Gong | Published: 2020-11-15 | Updated: 2022-06-03
モデル性能評価
予測の安定性
敵対的攻撃

Machine Learning Interpretability Meets TLS Fingerprinting

Authors: Mahdi Jafari Siavoshani, Amir Hossein Khajepour, Amirmohammad Ziaei, Amir Ali Gatmiri, Ali Taheri | Published: 2020-11-12 | Updated: 2021-09-12
データ漏洩
モデル性能評価
深層学習に基づくIDS

ShadowNet: A Secure and Efficient On-device Model Inference System for Convolutional Neural Networks

Authors: Zhichuang Sun, Ruimin Sun, Changming Liu, Amrita Roy Chowdhury, Long Lu, Somesh Jha | Published: 2020-11-11 | Updated: 2023-07-06
TEE実装
ウォーターマーキング
モデル性能評価

Efficient and Transferable Adversarial Examples from Bayesian Neural Networks

Authors: Martin Gubri, Maxime Cordy, Mike Papadakis, Yves Le Traon, Koushik Sen | Published: 2020-11-10 | Updated: 2022-06-18
モデル性能評価
敵対的サンプル
敵対的攻撃

On the Privacy Risks of Algorithmic Fairness

Authors: Hongyan Chang, Reza Shokri | Published: 2020-11-07 | Updated: 2021-04-07
データプライバシー評価
メンバーシップ推論
モデル性能評価

Transcending Transcend: Revisiting Malware Classification in the Presence of Concept Drift

Authors: Federico Barbero, Feargus Pendlebury, Fabio Pierazzi, Lorenzo Cavallaro | Published: 2020-10-08 | Updated: 2024-01-08
マルチクラス分類
モデル性能評価
概念漂流

Android Botnet Detection using Convolutional Neural Networks

Authors: Sina Hojjatinia, Sajad Hamzenejadi, Hadis Mohseni | Published: 2019-11-27
ボットネット検出
モデル性能評価
機械学習の応用