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What kinds of inductive biases do we need for real-world physical reasoning

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Physical Reasoning and Inductive Biases for the Real World

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2026-01-28 10:52:49

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Home | Physical Reasoning and Inductive Biases for the Real World Physical Reasoning and Inductive Biases for the Real World Home Schedule Papers Speakers Industry Panel Organizers Physical Reasoning and Inductive Biases for the Real World Video recording : https://neurips.cc/virtual/2021/workshop/21842 See Schedule for links to individual talks and panels Much progress has been made on end-to-end learning for physical understanding and reasoning. If successful, understanding and reasoning about the visual and physical world promises far-reaching applications in robotics, machine vision, and the physical sciences. Despite this recent progress, our best artificial systems pale in comparison to the flexibility and generalization of human physical reasoning. Neural information processing systems have shown promising empirical results on synthetic datasets, yet do not transfer well when deployed in novel scenarios (including the physical world). If physical understand...

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