Theory

Generalizing Convolutional Neural Networks for Equivariance to Lie Groups on Arbitrary Continuous Data ICML 2020 Generative Adversarial Imitation Learning with Neural Network Parameterization: Global Optimality and Convergence Rate ICML 2020 Global Convergence of Deep Networks with One Wide Layer Followed by Pyramidal Topology NeurIPS 2020 Goal Recognition Design - Survey IJCAI 2020 Gradient Boosts the Approximate Vanishing Ideal AAAI 2020 Gradient Descent Maximizes the Margin of Homogeneous Neural Networks ICLR 2020 Gradient Descent with Early Stopping is Provably Robust to Label Noise for Overparameterized Neural Networks AISTATS 2020 Graph Neural Networks Meet Neural-Symbolic Computing: A Survey and Perspective IJCAI 2020 Graph Structure of Neural Networks ICML 2020 Hardness of Identity Testing for Restricted Boltzmann Machines and Potts models COLT 2020 Hardness of Learning Neural Networks with Natural Weights NeurIPS 2020 Hidden Risks of Machine Learning Applied to Healthcare: Unintended Feedback Loops Between Models and Future Data Causing Model Degradation MLHC 2020 Hierarchical Clustering: A 0.585 Revenue Approximation COLT 2020 High-dimensional Robust Mean Estimation via Gradient Descent ICML 2020 High-Frequency Component Helps Explain the Generalization of Convolutional Neural Networks CVPR 2020 How hard is to distinguish graphs with graph neural networks? NeurIPS 2020 How many samples is a good initial point worth in Low-rank Matrix Recovery? NeurIPS 2020 How much Position Information Do Convolutional Neural Networks Encode? ICLR 2020 Human Gaze Assisted Artificial Intelligence: A Review IJCAI 2020 Humans Meet Models on Object Naming: A New Dataset and Analysis COLING 2020 Identifiability and Consistency of Bayesian Network Structure Learning from Incomplete Data PGM 2020 Identity Crisis: Memorization and Generalization Under Extreme Overparameterization ICLR 2020 If beam search is the answer, what was the question? EMNLP 2020 If You Build Your Own NER Scorer, Non-replicable Results Will Come EMNLP 2020 Implicit Bias in Deep Linear Classification: Initialization Scale vs Training Accuracy NeurIPS 2020