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Invited Talk + Q&A
Workshop: Object-Oriented Learning: Perception, Representation, and Reasoning

Energy-Based Models for Object-Oriented Learning

Igor Mordatch


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.

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