Deep Learning

A First Look at the Crypto-Mining Malware Ecosystem: A Decade of Unrestricted Wealth. arxiv
A Gentle Introduction to Deep Learning for Graphs. arxiv
AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty. arxiv code ⭐
diffGrad: An Optimization Method for Convolutional Neural Networks. arxiv code
LiSHT: Non-Parametric Linearly Scaled Hyperbolic Tangent Activation Function for Neural Networks. arxiv
One-Class Convolutional Neural Network. arxiv
On the effect of the activation function on the distribution of hidden nodes in a deep network. arxiv
TactileGCN: A Graph Convolutional Network for Predicting Grasp Stability with Tactile Sensors. arxiv

Attention

A Unified Stochastic Gradient Approach to Designing Bayesian-Optimal Experiments. arxiv
Combinatorial Bayesian Optimization using the Graph Cartesian Product. arxiv code
EAT-NAS: Elastic Architecture Transfer for Accelerating Large-scale Neural Architecture Search. arxiv

Time Series Anomaly Detection Using Convolutional Neural Networks and Transfer Learning. arxiv
Virtual-to-Real-World Transfer Learning for Robots on Wilderness Trails. arxiv