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2026-01-21 01:23:00
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ICLR 2022 Workshop on the Elements of Reasoning: Objects, Structure and Causality About Schedule Invited Speakers Organizers Papers Call for Papers Elements of Reasoning: Objects, Structure, and Causality -- Virtual ICLR 2022 Workshop Discrete abstractions such as objects, concepts, and events are at the basis of our ability to perceive the world, relate the pieces in it, and reason about their causal structure. The research communities of object-centric representation learning and causal machine learning, have – largely independently – pursued a similar agenda of equipping machine learning models with more structured representations and reasoning capabilities. Despite their different languages, both fields operate under the assumption that, compared to a monolithic/black-box representation, a structured model will improve systematic generalization, robustness to distribution shifts, downstream learning efficiency, and interpretability. However, both communities t...
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