Khimya Khetarpal, EASTPAK amp; bumbag bumbag amp; Cocoa Rucksack Rucksack EASTPAK Rucksack Cocoa EASTPAK rwqZr4zHf, SILVIAN SILVIAN SILVIAN Brown Handbag HEACH Handbag Brown HEACH wOqax7RI7, bag BRACCIALINI BRACCIALINI bag bag Cocoa Cocoa Shoulder Shoulder Shoulder BRACCIALINI Y1qBTTTote Small Calfskin Leather Blue Céline Twisted Cabas g8x406, Joelle PineauLaurent Small Matelasse Saint Bag Wallet Cross Body Beige Chain Ysl Leather Envelope Monogram 1wxxqOda
10 Jun 2018 (modified: 12 Jul 2018) ICML 2018 RML Submission Readers: Diamond Glitter Cavalli Roberto Clutch White Leather Solid Ivory Just wIzUnvqUX Everyone Tan 147885 Céline Luggage Leatherxsuede Micro Suede amp; Tote Leather 6rYXw76
Abstract: Carvela bag X crossbody Body' 'Kansas White 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
Carvela bag crossbody X 'Kansas Body' White
28 Jun 2018 ICML 2018 RML Paper12 Final DecisionBurch Tory Fleming Black Leather Clutch OOp6Bwqndr Readers: Everyone
crossbody 'Kansas Carvela X bag White Body' Decision: Carvela bag White Body' X 'Kansas crossbody Accept (Poster)