Deep Learning Method

Network Moments: Extensions and Sparse-Smooth Attacks

Authors: Modar Alfadly, Adel Bibi, Emilio Botero, Salman Alsubaihi, Bernard Ghanem | Published: 2020-06-21
Adversarial attack
Deep Learning Method
Statistical Methods

Differentiable Language Model Adversarial Attacks on Categorical Sequence Classifiers

Authors: I. Fursov, A. Zaytsev, N. Kluchnikov, A. Kravchenko, E. Burnaev | Published: 2020-06-19
Adversarial Example
Adversarial Learning
Deep Learning Method

Local Competition and Uncertainty for Adversarial Robustness in Deep Learning

Authors: Antonios Alexos, Konstantinos P. Panousis, Sotirios Chatzis | Published: 2020-06-18
Performance Evaluation
Adversarial Learning
Deep Learning Method

On sparse connectivity, adversarial robustness, and a novel model of the artificial neuron

Authors: Sergey Bochkanov | Published: 2020-06-16
Algorithm Design
Performance Evaluation
Deep Learning Method

New Interpretations of Normalization Methods in Deep Learning

Authors: Jiacheng Sun, Xiangyong Cao, Hanwen Liang, Weiran Huang, Zewei Chen, Zhenguo Li | Published: 2020-06-16
Hyperparameter Optimization
Regularization
Deep Learning Method

SPLASH: Learnable Activation Functions for Improving Accuracy and Adversarial Robustness

Authors: Mohammadamin Tavakoli, Forest Agostinelli, Pierre Baldi | Published: 2020-06-16
Performance Evaluation
Adversarial Example
Deep Learning Method

CryptoNAS: Private Inference on a ReLU Budget

Authors: Zahra Ghodsi, Akshaj Veldanda, Brandon Reagen, Siddharth Garg | Published: 2020-06-15 | Updated: 2021-05-13
Cryptography
Privacy Protection in Machine Learning
Deep Learning Method

Deep-CAPTCHA: a deep learning based CAPTCHA solver for vulnerability assessment

Authors: Zahra Noury, Mahdi Rezaei | Published: 2020-06-15 | Updated: 2020-06-24
Performance Evaluation
Deep Learning Method
Vulnerability detection

Self-supervised Learning: Generative or Contrastive

Authors: Xiao Liu, Fanjin Zhang, Zhenyu Hou, Zhaoyu Wang, Li Mian, Jing Zhang, Jie Tang | Published: 2020-06-15 | Updated: 2021-03-20
Task Adaptation Method
Deep Learning Method
Self-Supervised Learning

Robust Variational Autoencoder for Tabular Data with Beta Divergence

Authors: Haleh Akrami, Sergul Aydore, Richard M. Leahy, Anand A. Joshi | Published: 2020-06-15 | Updated: 2020-06-16
Algorithm Design
Machine Learning Application
Deep Learning Method