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A focused stream of recent stories from the sources curated for this community. Latest: Gotta Learn Fast: A new benchmark for generalization in RL, Evolution strategies as a scalable alternative to reinforcement learning, and Infrastructure for deep learning. Page 35.
OpenAI Evaluation Filter
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...
OpenAI Evaluation Filter
We’ve discovered that evolution strategies (ES), an optimization technique that’s been known for decades, rivals the performance of standard reinforcement learning (RL) techniques on modern RL benchmarks (e.g. Atari/MuJoCo), while overcoming many of RL’s...
OpenAI Evaluation Filter
Deep learning is an empirical science, and the quality of a group’s infrastructure is a multiplier on progress. Fortunately, today’s open-source ecosystem makes it possible for anyone to build great deep learning infrastructure.