Robust Self-organization in Games: Symmetries, Conservation Laws and Dimensionality Reduction

Sai Ganesh Nagarajan
Sai Ganesh Nagarajan

AAMAS '19: International Conference on Autonomous Agents and Multiagent Systems Auckland New Zealand May, 2020, pp. 1946-1948, 2020.

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Abstract:

Games are an increasingly useful tool for training and testing learning algorithms. Recent examples include GANs, AlphaZero and the AlphaStar league. However, multi-agent learning can be extremely difficult to predict and control. Learning dynamics can yield chaotic behavior even in simple games. In this paper, we present basic mechanism ...More

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