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[D] Paper Explained - ACCEL: Evolving Curricula with Regret-Based Environment Design (Video Walkthrough)
April 25, 2022, 7:14 p.m. | /u/ykilcher
Machine Learning www.reddit.com
Automatic curriculum generation is one of the most promising avenues for Reinforcement Learning today. Multiple approaches have been proposed, each with their own set of advantages and drawbacks. This paper presents ACCEL, which takes the next step into the direction of constructing curricula for multi-capable agents. ACCEL combines the adversarial adaptiveness of regret-based sampling methods with the capabilities of level-editing, usually found in Evolutionary Methods.
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OUTLINE:
0:00 - Intro & Demonstration
3:50 - Paper overview
5:20 - The …
accel design environment explained machinelearning paper video
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