Schedule (Eastern Time)

• 09:00—09:05 Introduction

• 09:05—09:40 Invited Talk: Christoph H. Lampert "Learning Theory for Continual and Meta-Learning"

  • Live Q&A 9:35-9:40 -- AskQuestions!

• 09:40–09:55 Spotlight: Wandering Within a World: Online Contextualized Few-Shot Learning

• 09:55–10:30 Invited Talk: Razvan Pascanu "Continual Learning from an Optimization/Learning-dynamics perspective"

  • Live Q&A 10:25-10:30 AskQuestions!

• 10:30–10:45 Spotlight: SOLA: Continual Learning with Second-Order Loss Approximation

• 10:45–11:20 Invited Talk: Bing Liu "Learning on the Job in the Open World"

  • Live Q&A 11:15-11:20 AskQuestions!

• 11:20–11:35 Spotlight: Continual Learning from the Perspective of Compression

• 11:35–12:00 Break

• 12:00–13:30 Panel (Christoph, Razvan, Bing, Jeff, Alyosha)

  • AskQuestions!

• 13:30–14:30 Poster Session (All Papers)

• 14:30–15:05 Invited Talk: Claudia Clopath "Continual learning though consolidation – a neuroscience angle"

  • Live Q&A 15:00-15:05 AskQuestions!

• 15:05–15:20 Spotlight: Deep Reinforcement Learning amidst Lifelong Non-Stationarity

• 15:20–15:55 Invited Talk: Jeff Clune "Learning to continually learn"

  • Live Q&A 15:50-15:55 AskQuestions!

• 15:55–16:10 Spotlight: Supermasks in Superposition

• 16:10–16:45 Live Invited Talk: Alexei (Alyosha) Efros "Imagining a Post-Dataset Era"

  • Live Q&A 16:40-16:45 AskQuestions!

• 16:45–17:00 Best paper: Anatomy of Catastrophic Forgetting: Hidden Representations and Task Semantics

• 17:00–17:05 Closing remarks

• 17:05–18:00 Poster Session (All Papers)