Chaos, Extremism and Optimism: Volume Analysis of Learning in Games

NIPS 2020, 2020.

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We present volume analyses of Multiplicative Weights Updates and Optimistic Multiplicative Weights Updates in zero-sum as well as coordination games

Abstract:

We present volume analyses of Multiplicative Weights Updates (MWU) and Optimistic Multiplicative Weights Updates (OMWU) in zero-sum as well as coordination games. Such analyses provide new insights into these game dynamical systems, which seem hard to achieve via the classical techniques within Computer Science and Machine Learning. T...More

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