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# SIDM | ||
Repository for SIDM, a general framework and can be flexibly integrated with various RL algorithms, including Deep RL (DRL), Hierarchical RL (HRL), and Multi-Agent RL (MARL).<br> | ||
Repository for the paper Effective Reinforcement Learning Based on Structural Information Principles. | ||
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a novel and general Structural Information principles-based framework for effective Decision-Making, namely SIDM, approached from an information-theoretic perspective. | ||
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a general framework and can be flexibly integrated with various RL algorithms, including Deep RL (DRL), Hierarchical RL (HRL), and Multi-Agent RL (MARL). | ||
Extensive and empirical experiments are conducted on a visual gridworld, nine continuous control tasks, six bipedal robot tasks, and a StarCraft II micromanagement benchmark.<br> |