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CORA: Benchmarks, Baselines, and Metrics as a Platform for Continual Reinforcement Learning Agents

Description

Progress in continual reinforcement learning has been limited due to several barriers to entry: missing code, high compute requirements, and a lack of suitable benchmarks. In this work, we present CORA, a platform for Continual Reinforcement Learning Agents that provides benchmarks, baselines, and metrics in a single code package. The benchmarks we provide are designed to evaluate different aspects of the continual RL challenge, such as catastrophic forgetting, plasticity, ability to generalize,

Source

http://arxiv.org/abs/2110.10067v2