| Trust Region Policy Optimization J Schulman arXiv preprint arXiv:1502.05477, 2015 | 8607 | 2015 |
| High-dimensional continuous control using generalized advantage estimation J Schulman, P Moritz, S Levine, M Jordan, P Abbeel arXiv preprint arXiv:1506.02438, 2015 | 3902 | 2015 |
| Ray: A distributed framework for emerging {AI} applications P Moritz, R Nishihara, S Wang, A Tumanov, R Liaw, E Liang, M Elibol, ... 13th USENIX symposium on operating systems design and implementation (OSDI …, 2018 | 1417 | 2018 |
| Tune: A research platform for distributed model selection and training R Liaw, E Liang, R Nishihara, P Moritz, JE Gonzalez, I Stoica arXiv preprint arXiv:1807.05118, 2018 | 1084 | 2018 |
| RLlib: Abstractions for Distributed Reinforcement Learning E Liang, R Liaw, P Moritz, R Nishihara, R Fox, K Goldberg, J Gonzalez, ... International Conference on Machine Learning, 3059-3068, 2018 | 1001 | 2018 |
| A linearly-convergent stochastic L-BFGS algorithm P Moritz, R Nishihara, M Jordan Artificial Intelligence and Statistics, 249-258, 2016 | 304 | 2016 |
| Sparknet: Training deep networks in spark P Moritz, R Nishihara, I Stoica, MI Jordan arXiv preprint arXiv:1511.06051, 2015 | 226 | 2015 |
| Ray rllib: A composable and scalable reinforcement learning library E Liang, R Liaw, R Nishihara, P Moritz, R Fox, J Gonzalez, K Goldberg, ... arXiv preprint arXiv:1712.09381, 85, 2017 | 188 | 2017 |
| Real-time machine learning: The missing pieces R Nishihara, P Moritz, S Wang, A Tumanov, W Paul, J Schleier-Smith, ... Proceedings of the 16th workshop on hot topics in operating systems, 106-110, 2017 | 82 | 2017 |
| Lineage stash: fault tolerance off the critical path S Wang, J Liagouris, R Nishihara, P Moritz, U Misra, A Tumanov, I Stoica Proceedings of the 27th ACM Symposium on Operating Systems Principles, 338-352, 2019 | 55 | 2019 |
| Policy gradient search: Online planning and expert iteration without search trees T Anthony, R Nishihara, P Moritz, T Salimans, J Schulman arXiv preprint arXiv:1904.03646, 2019 | 31 | 2019 |
| Hoplite: efficient and fault-tolerant collective communication for task-based distributed systems S Zhuang, Z Li, D Zhuo, S Wang, E Liang, R Nishihara, P Moritz, I Stoica Proceedings of the 2021 ACM SIGCOMM 2021 Conference, 641-656, 2021 | 26 | 2021 |
| Ray: A Distributed Execution Engine for the Machine Learning Ecosystem PC Moritz UC Berkeley, 2019 | 5 | 2019 |
| ESCHER: expressive scheduling with ephemeral resources R Bhardwaj, A Tumanov, S Wang, R Liaw, P Moritz, R Nishihara, I Stoica Proceedings of the 13th Symposium on Cloud Computing, 47-62, 2022 | 4 | 2022 |
| Trust Region Policy Optimization (TRPO) J Schulman, S Levine, P Moritz, MI Jordan, P Abbeel CoRR abs/1502.05477, 2015 | 4 | 2015 |
| Flexible Primitives for Distributed Deep Learning in Ray Y Bulatov, R Nishihara, P Moritz, M Elibol, I Stoica, MI Jordan SysML Conference, 2018 | 1 | 2018 |
| Hoplite: Efficient Collective Communication for Task-Based Distributed Systems. S Zhuang, Z Li, D Zhuo, S Wang, E Liang, R Nishihara, P Moritz, I Stoica CoRR, 2020 | | 2020 |
Robert NishiharaAnyscaleVerified email at eecs.berkeley.edu
