Mastering Games »  Soft Actor-Critic »  Active Neural Localization »  NLP Search »  Reproducibility »  Backprop thru Void »  Parameter Space Noise »  Time-Contrastive »  Neural Map »  Variance Reduction »  Sample-efficient Policy Optimization »  One-Shot Visual Imitation »  Deep Exploration »  StarCraft II »  Neural Network Dynamics »  Overcoming Exploration in RL » 

Opening Remarks »  Masked Autoregressive »  Deep Sets »  David Bayesian Sparsity »  Causality for Interpretability »  Interpretable Discovery »  Spotlight talks »  Explainablity challenge »  Cost of Calibration »  Panel 1 »  Interpretability for AI safety »  Manipulating and Measuring Model Interpretability. »  Debugging the ML Pipeline. »  Panel 2 » 

Opening Remarks »  Why the mind evolved »  Distinctive intelligence of children »  Learning from first principles »  Panel 1 »  Types of Intelligence »  Artifical General Intelligence »  Video games and collaborative AI »  Panel 2 » 

Opening »  Evolving Multitask »  Evolving to Learning »  PathNet »  Bayesian Opt »  AutoML »  Contrasting Model »  Population-based Training »  Learning to Learn »  Learning Strategies »  Intrinsically Motivated RL »  Self-Play »  Neural Architecture Search »  Multiple scales »  Panel »