Deep reinforcement learning in a handful of trials using probabilistic dynamics models K Chua, R Calandra, R McAllister, S Levine Advances in neural information processing systems 31, 2018 | 1426 | 2018 |
On the importance of hyperparameter optimization for model-based reinforcement learning B Zhang, R Rajan, L Pineda, N Lambert, A Biedenkapp, K Chua, F Hutter, ... International Conference on Artificial Intelligence and Statistics, 4015-4023, 2021 | 113 | 2021 |
Mbmf: Model-based priors for model-free reinforcement learning S Bansal, R Calandra, K Chua, S Levine, C Tomlin arXiv preprint arXiv:1709.03153, 2017 | 57 | 2017 |
How fine-tuning allows for effective meta-learning K Chua, Q Lei, JD Lee Advances in Neural Information Processing Systems 34, 8871-8884, 2021 | 47 | 2021 |
Provable hierarchy-based meta-reinforcement learning K Chua, Q Lei, J Lee International Conference on Artificial Intelligence and Statistics, 10918-10967, 2023 | 5 | 2023 |