Object-Oriented Learning (OOL): Perception, Representation, and Reasoning
International Conference on Machine Learning (ICML)
Friday July 17, 2020, Virtual Workshop
Energy-Based Models for Object-Oriented Learning
- Igor Mordatch
- (Invited Talk)
The video will become available after 1st August 2020 in accordance with the ICML2020 Code of Conduct.
Energy-based models are undergoing a resurgence of interest, but their applications have largely focused on generative modeling and density estimation. In this talk I will discuss application of energy-based models to object or concept oriented learning and reasoning. These models offer an elegant approach to concept composition, continual and unsupervised learning, and usage of concepts in multiple contexts. I will show examples of these advantages, and conclude with a set of future research directions.