Training Method

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

SparseIDS: Learning Packet Sampling with Reinforcement Learning

Authors: Maximilian Bachl, Fares Meghdouri, Joachim Fabini, Tanja Zseby | Published: 2020-02-10 | Updated: 2020-05-04
ML-Based IDS
Training Method
Reinforcement Learning
2020.02.10 2025.05.28
Literature Database

Key Protected Classification for Collaborative Learning

Authors: Mert Bülent Sarıyıldız, Ramazan Gökberk Cinbiş, Erman Ayday | Published: 2019-08-27 | Updated: 2020-04-22
Training Method
Privacy Enhancing Technology
Cooperative System
2019.08.27 2025.05.28
Literature Database
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