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CPR: Understanding and Improving Failure Tolerant Training for Deep Learning Recommendation with Partial Recovery

Nov 05, 2020
Kiwan Maeng, Shivam Bharuka, Isabel Gao, Mark C. Jeffrey, Vikram Saraph, Bor-Yiing Su, Caroline Trippel, Jiyan Yang, Mike Rabbat, Brandon Lucia, Carole-Jean Wu


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MVFST-RL: An Asynchronous RL Framework for Congestion Control with Delayed Actions

Oct 30, 2019
Viswanath Sivakumar, Tim Rocktäschel, Alexander H. Miller, Heinrich Küttler, Nantas Nardelli, Mike Rabbat, Joelle Pineau, Sebastian Riedel

* Workshop on ML for Systems at NeurIPS 2019 

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Gossip-based Actor-Learner Architectures for Deep Reinforcement Learning

Jun 09, 2019
Mahmoud Assran, Joshua Romoff, Nicolas Ballas, Joelle Pineau, Mike Rabbat


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