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REVEAL 2022: Reinforcement Learning-Based Recommender Systems at Scale.

R. Liaw, P. Bailey, Y. Li, M. Dimakopoulou, и Y. Raimond. RecSys, стр. 684-685. ACM, (2022)

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Yih-nan Liaw

Corvin Liaw

Liaw Kim Kiat

Tsong-Ming Liaw

Jing-Yunn Liaw

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IMPACT: Importance Weighted Asynchronous Architectures with Clipped Target Networks.M. Luo, J. Yao, R. Liaw, E. Liang, и I. Stoica. CoRR, (2019)Ray: A Distributed Framework for Emerging AI Applications.P. Moritz, R. Nishihara, S. Wang, A. Tumanov, R. Liaw, E. Liang, M. Elibol, Z. Yang, W. Paul, M. Jordan и 1 other автор(ы). OSDI, стр. 561-577. USENIX Association, (2018)SWIRL: A SequentialWindowed Inverse Reinforcement Learning Algorithm for Robot Tasks With Delayed Rewards.S. Krishnan, A. Garg, R. Liaw, B. Thananjeyan, L. Miller, F. Pokorny, и K. Goldberg. WAFR, том 13 из Springer Proceedings in Advanced Robotics, стр. 672-687. Springer, (2016)REVEAL 2022: Reinforcement Learning-Based Recommender Systems at Scale.R. Liaw, P. Bailey, Y. Li, M. Dimakopoulou, и Y. Raimond. RecSys, стр. 684-685. ACM, (2022)HyperSched: Dynamic Resource Reallocation for Model Development on a Deadline.R. Liaw, R. Bhardwaj, L. Dunlap, Y. Zou, J. Gonzalez, I. Stoica, и A. Tumanov. SoCC, стр. 61-73. ACM, (2019)Real-Time Machine Learning: The Missing Pieces.R. Nishihara, P. Moritz, S. Wang, A. Tumanov, W. Paul, J. Schleier-Smith, R. Liaw, M. Niknami, M. Jordan, и I. Stoica. HotOS, стр. 106-110. ACM, (2017)IMPACT: Importance Weighted Asynchronous Architectures with Clipped Target Networks.M. Luo, J. Yao, R. Liaw, E. Liang, и I. Stoica. ICLR, OpenReview.net, (2020)RLlib: Abstractions for Distributed Reinforcement Learning.E. Liang, R. Liaw, R. Nishihara, P. Moritz, R. Fox, K. Goldberg, J. Gonzalez, M. Jordan, и I. Stoica. ICML, том 80 из Proceedings of Machine Learning Research, стр. 3059-3068. PMLR, (2018)ESCHER: expressive scheduling with ephemeral resources.R. Bhardwaj, A. Tumanov, S. Wang, R. Liaw, P. Moritz, R. Nishihara, и I. Stoica. SoCC, стр. 47-62. ACM, (2022)Elastic Hyperparameter Tuning on the Cloud.L. Dunlap, K. Kandasamy, U. Misra, R. Liaw, M. Jordan, I. Stoica, и J. Gonzalez. SoCC, стр. 33-46. ACM, (2021)

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