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April 10, 2018

Gotta Learn Fast: A new benchmark for generalization in RL

Gotta Learn Fast A New Benchmark For Generalization In Rl


In this report, we present a new reinforcement learning (RL) benchmark based on the Sonic the Hedgehog™ video game franchise. This benchmark is intended to measure the performance of transfer learning and few-shot learning algorithms in the RL domain. We also present and evaluate some baseline algorithms on the new benchmark.