Deep Learning

Attentive Group Equivariant Convolutional Networks. arxiv
Fast Differentiable Sorting and Ranking. arxiv
Gradient Boosting Neural Networks: GrowNet. arxiv
Learning with Differentiable Perturbed Optimizers. arxiv
The Costs and Benefits of Goal-Directed Attention in Deep Convolutional Neural Networks. pdf
The Geometry of Sign Gradient Descent. arxiv
The large learning rate phase of deep learning: the catapult mechanism. arxiv
Towards Understanding Hierarchical Learning: Benefits of Neural Representations. arxiv

AutoML

When NAS Meets Robustness: In Search of Robust Architectures against Adversarial Attacks. arxiv code
Gryffin: An algorithm for Bayesian optimization for categorical variables informed by physical intuition with applications to chemistry. arxiv
Uncertainty Quantification for Bayesian Optimization. pdf

BachGAN: High-Resolution Image Synthesis from Salient Object Layout. arxiv code
Unbalanced GANs: Pre-training the Generator of Generative Adversarial Network using Variational Autoencoder. pdf

Benchmark and Best Practices for Biomedical Knowledge Graph Embeddings. arxiv code
Bridging the Gap Between Spectral and Spatial Domains in Graph Neural Networks. arxiv code
Bringing Light Into the Dark: A Large-scale Evaluation of Knowledge Graph Embedding Models Under a Unified Framework. arxiv
Generalization and Representational Limits of Graph Neural Networks. arxiv
SIGN: Scalable Inception Graph Neural Networks. arxiv
StickyPillars: Robust feature matching on point clouds using Graph Neural Networks. arxiv
Supervised Learning on Relational Databases with Graph Neural Networks. arxiv code

A Comprehensive Overview and Survey of Recent Advances in Meta-Learning. arxiv
Meta-Learning in Neural Networks: A Survey. arxiv
Regularizing Meta-Learning via Gradient Dropout. arxiv