Training Method

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

Multi-Task Siamese Neural Network for Improving Replay Attack Detection

Authors: Patrick von Platen, Fei Tao, Gokhan Tur | Published: 2020-02-16
Training Method
Loss Function
Feature Extraction Method
2020.02.16 2025.05.28
Literature Database

Undersensitivity in Neural Reading Comprehension

Authors: Johannes Welbl, Pasquale Minervini, Max Bartolo, Pontus Stenetorp, Sebastian Riedel | Published: 2020-02-15
Training Method
Vulnerability Attack Method
Defense Method
2020.02.15 2025.05.28
Literature Database

Analyzing CNN Based Behavioural Malware Detection Techniques on Cloud IaaS

Authors: Andrew McDole, Mahmoud Abdelsalam, Maanak Gupta, Sudip Mittal | Published: 2020-02-15
Training Method
Malware Detection
Machine Learning Algorithm
2020.02.15 2025.05.28
Literature Database

Adversarial Distributional Training for Robust Deep Learning

Authors: Yinpeng Dong, Zhijie Deng, Tianyu Pang, Hang Su, Jun Zhu | Published: 2020-02-14 | Updated: 2020-11-19
Training Method
Robustness Evaluation
Loss Function
2020.02.14 2025.05.28
Literature Database

Improving the affordability of robustness training for DNNs

Authors: Sidharth Gupta, Parijat Dube, Ashish Verma | Published: 2020-02-11 | Updated: 2020-04-30
Training Method
Robustness Improvement Method
Adversarial Training
2020.02.11 2025.05.28
Literature Database

Fine-grained Uncertainty Modeling in Neural Networks

Authors: Rahul Soni, Naresh Shah, Jimmy D. Moore | Published: 2020-02-11
Training Method
Robustness Improvement Method
Hierarchical Uncertainty Model
2020.02.11 2025.05.28
Literature Database
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