Model Performance Evaluation

ML-Doctor: Holistic Risk Assessment of Inference Attacks Against Machine Learning Models

Authors: Yugeng Liu, Rui Wen, Xinlei He, Ahmed Salem, Zhikun Zhang, Michael Backes, Emiliano De Cristofaro, Mario Fritz, Yang Zhang | Published: 2021-02-04 | Updated: 2021-10-06
Poisoning
Membership Inference
Model Performance Evaluation
2021.02.04 2025.05.28
Literature Database

Adversarially Robust Learning with Unknown Perturbation Sets

Authors: Omar Montasser, Steve Hanneke, Nathan Srebro | Published: 2021-02-03
Model Performance Evaluation
Adversarial Example Detection
Adversarial Training
2021.02.03 2025.05.28
Literature Database

Fast Training of Provably Robust Neural Networks by SingleProp

Authors: Akhilan Boopathy, Tsui-Wei Weng, Sijia Liu, Pin-Yu Chen, Gaoyuan Zhang, Luca Daniel | Published: 2021-02-01
Backdoor Attack
Model Performance Evaluation
Adversarial Training
2021.02.01 2025.05.28
Literature Database

Local Competition and Stochasticity for Adversarial Robustness in Deep Learning

Authors: Konstantinos P. Panousis, Sotirios Chatzis, Antonios Alexos, Sergios Theodoridis | Published: 2021-01-04 | Updated: 2021-03-29
Poisoning
Model Performance Evaluation
Deep Learning Method
2021.01.04 2025.05.28
Literature Database

Gradient Sparsification Can Improve Performance of Differentially-Private Convex Machine Learning

Authors: Farhad Farokhi | Published: 2020-11-30 | Updated: 2020-12-01
Data Privacy Assessment
Performance Evaluation
Model Performance Evaluation
2020.11.30 2025.05.28
Literature Database

Voting based ensemble improves robustness of defensive models

Authors: Devvrit, Minhao Cheng, Cho-Jui Hsieh, Inderjit Dhillon | Published: 2020-11-28
Model Performance Evaluation
Attack Type
Adversarial attack
2020.11.28 2025.05.28
Literature Database

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
Model Performance Evaluation
Adversarial Example
Adversarial attack
2020.11.23 2025.05.28
Literature Database

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
Model Performance Evaluation
Feature Engineering
Generative Model Characteristics
2020.11.23 2025.05.28
Literature Database

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
Model Performance Evaluation
Climate Data Collection
Generative Model Characteristics
2020.11.19 2025.05.28
Literature Database

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
Model Performance Evaluation
Stability of Predictions
Adversarial attack
2020.11.15 2025.05.28
Literature Database
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