Improvement of Learning

CATBERT: Context-Aware Tiny BERT for Detecting Social Engineering Emails

Authors: Younghoo Lee, Joshua Saxe, Richard Harang | Published: 2020-10-07
Model Architecture
Improvement of Learning
Machine Learning

Constraining Logits by Bounded Function for Adversarial Robustness

Authors: Sekitoshi Kanai, Masanori Yamada, Shin'ya Yamaguchi, Hiroshi Takahashi, Yasutoshi Ida | Published: 2020-10-06
Robustness Improvement Method
Improvement of Learning
Adversarial attack

Adversarial Boot Camp: label free certified robustness in one epoch

Authors: Ryan Campbell, Chris Finlay, Adam M Oberman | Published: 2020-10-05
Robustness Improvement Method
Improvement of Learning
Adversarial attack

Descent-to-Delete: Gradient-Based Methods for Machine Unlearning

Authors: Seth Neel, Aaron Roth, Saeed Sharifi-Malvajerdi | Published: 2020-07-06
Data Deletion Algorithm
Machine learning
Improvement of Learning

Rethinking Clustering for Robustness

Authors: Motasem Alfarra, Juan C. Pérez, Adel Bibi, Ali Thabet, Pablo Arbeláez, Bernard Ghanem | Published: 2020-06-13 | Updated: 2021-11-19
Improvement of Learning
Future Research
Fundamentals of Machine Learning

Interpolation between Residual and Non-Residual Networks

Authors: Zonghan Yang, Yang Liu, Chenglong Bao, Zuoqiang Shi | Published: 2020-06-10 | Updated: 2020-08-16
Algorithm
Performance Evaluation
Improvement of Learning

Low Distortion Block-Resampling with Spatially Stochastic Networks

Authors: Sarah Jane Hong, Martin Arjovsky, Darryl Barnhart, Ian Thompson | Published: 2020-06-09 | Updated: 2020-12-10
Algorithm
Improvement of Learning
Challenges of Generative Models

On the Effectiveness of Regularization Against Membership Inference Attacks

Authors: Yigitcan Kaya, Sanghyun Hong, Tudor Dumitras | Published: 2020-06-09
Privacy Assessment
Improvement of Learning
Defense Effectiveness Analysis

Simultaneous Perturbation Stochastic Approximation for Few-Shot Learning

Authors: Andrei Boiarov, Oleg Granichin, Olga Granichina | Published: 2020-06-09
Few-Shot Learning
Algorithm
Improvement of Learning

Stealing Deep Reinforcement Learning Models for Fun and Profit

Authors: Kangjie Chen, Shangwei Guo, Tianwei Zhang, Xiaofei Xie, Yang Liu | Published: 2020-06-09 | Updated: 2020-12-22
Algorithm
Improvement of Learning
Attack Type