Training Method

Denoised Smoothing: A Provable Defense for Pretrained Classifiers

Authors: Hadi Salman, Mingjie Sun, Greg Yang, Ashish Kapoor, J. Zico Kolter | Published: 2020-03-04 | Updated: 2020-09-21
Training Method
Robustness Evaluation
Defense Method
2020.03.04 2025.05.28
Literature Database

Bayesian Neural Networks With Maximum Mean Discrepancy Regularization

Authors: Jary Pomponi, Simone Scardapane, Aurelio Uncini | Published: 2020-03-02 | Updated: 2020-09-30
Training Method
Uncertainty Measurement
Optimization Methods
2020.03.02 2025.05.28
Literature Database

Buffered Asynchronous SGD for Byzantine Learning

Authors: Yi-Rui Yang, Wu-Jun Li | Published: 2020-03-02 | Updated: 2022-01-31
Training Method
Convergence Analysis
Performance Evaluation Metrics
2020.03.02 2025.05.28
Literature Database

FMix: Enhancing Mixed Sample Data Augmentation

Authors: Ethan Harris, Antonia Marcu, Matthew Painter, Mahesan Niranjan, Adam Prügel-Bennett, Jonathon Hare | Published: 2020-02-27 | Updated: 2021-02-28
Training Method
Robustness Evaluation
Performance Evaluation
2020.02.27 2025.05.28
Literature Database

Stealing Black-Box Functionality Using The Deep Neural Tree Architecture

Authors: Daniel Teitelman, Itay Naeh, Shie Mannor | Published: 2020-02-23
Training Data Extraction Method
Training Method
Machine Learning Method
2020.02.23 2025.05.28
Literature Database

Boosting Adversarial Training with Hypersphere Embedding

Authors: Tianyu Pang, Xiao Yang, Yinpeng Dong, Kun Xu, Jun Zhu, Hang Su | Published: 2020-02-20 | Updated: 2020-11-25
Training Method
Effective Perturbation Methods
Adversarial Training
2020.02.20 2025.05.28
Literature Database

Variational Encoder-based Reliable Classification

Authors: Chitresh Bhushan, Zhaoyuan Yang, Nurali Virani, Naresh Iyer | Published: 2020-02-19 | Updated: 2020-10-17
Training Method
Robustness Evaluation
Adversarial Attack Detection
2020.02.19 2025.05.28
Literature Database

Randomized Smoothing of All Shapes and Sizes

Authors: Greg Yang, Tony Duan, J. Edward Hu, Hadi Salman, Ilya Razenshteyn, Jerry Li | Published: 2020-02-19 | Updated: 2020-07-23
Training Method
Robustness Evaluation
Definition of Mathematical Concepts
2020.02.19 2025.05.28
Literature Database

Regularized Training and Tight Certification for Randomized Smoothed Classifier with Provable Robustness

Authors: Huijie Feng, Chunpeng Wu, Guoyang Chen, Weifeng Zhang, Yang Ning | Published: 2020-02-17
Training Method
Robustness Evaluation
Efficient Proof System
2020.02.17 2025.05.28
Literature Database

Data and Model Dependencies of Membership Inference Attack

Authors: Shakila Mahjabin Tonni, Dinusha Vatsalan, Farhad Farokhi, Dali Kaafar, Zhigang Lu, Gioacchino Tangari | Published: 2020-02-17 | Updated: 2020-07-25
Training Method
Model Selection Method
Defense Method
2020.02.17 2025.05.28
Literature Database
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