Lead Lead LAGERFELD LAGERFELD Handbag LAGERFELD Handbag Handbag KARL KARL Handbag KARL Lead Lead KARL LAGERFELD fqCZFF

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Lead Lead LAGERFELD LAGERFELD Handbag LAGERFELD Handbag Handbag KARL KARL Handbag KARL Lead Lead KARL LAGERFELD fqCZFF Lead Lead LAGERFELD LAGERFELD Handbag LAGERFELD Handbag Handbag KARL KARL Handbag KARL Lead Lead KARL LAGERFELD fqCZFF Lead Lead LAGERFELD LAGERFELD Handbag LAGERFELD Handbag Handbag KARL KARL Handbag KARL Lead Lead KARL LAGERFELD fqCZFF
Abstract: LAGERFELD KARL LAGERFELD Handbag Lead KARL KARL Lead Handbag KARL LAGERFELD Lead Handbag LAGERFELD Handbag Lead Reinforcement learning (RL) has recently achieved tremendous success in solving complex tasks. Careful considerations are made towards reproducible research in machine learning. Reproducibility in RL often becomes more difficult, due to the lack of standard evaluation method and detailed methodology for algorithms and comparisons with existing work. In this work, we highlight key differences in evaluation in RL compared to supervised learning and discuss specific issues that are often non-intuitive for newcomers. We study the importance of reproducibility in evaluation in RL and propose an evaluation pipeline that can be decoupled from the algorithm code. We hope such an evaluation pipeline can be standardized, as a step towards robust and reproducible research in RL.
TL;DR: We study the importance of reproducibility in evaluation in RL, and propose an evaluation pipeline that could be standardized, as a step towards robust and reproducible research in RL.
Keywords: reproducibility, evaluation pipeline, reinforcement learning, replication of results
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Lead KARL LAGERFELD LAGERFELD KARL LAGERFELD Lead KARL Lead Handbag Lead Handbag LAGERFELD Handbag Handbag KARL
28 Jun 2018 ICML 2018 RML Paper12 Final DecisionSANDQVIST KIM Blue KIM Blue SANDQVIST KIM Blue KIM SANDQVIST SANDQVIST rxOvqrA Readers: Everyone
Lead KARL Handbag KARL Lead Lead LAGERFELD Handbag KARL LAGERFELD LAGERFELD Lead Handbag LAGERFELD Handbag KARL Decision: KARL Lead Handbag Handbag Lead KARL LAGERFELD Handbag LAGERFELD KARL Lead Handbag KARL Lead LAGERFELD LAGERFELD Accept (Poster)
MINAUDIERE Black SAFFARI KARL CAMERA LAGERFELD twPUxRq