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MASIF: Meta-learned Algorithm Selection using Implicit Fidelity Information

, , , , , and . Transactions on Machine Learning Research, (Apr 18, 2023)

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Auto-PyTorch Tabular: Multi-Fidelity MetaLearning for Efficient and Robust AutoDL, , and . arxiv:2006.13799cs.LG, (June 2020)Winning solutions and post-challenge analyses of the ChaLearn AutoDL challenge 2019, , , , , , , , , and 15 other author(s). HAL, (September 2020)Warmstarting of Model-Based Algorithm Configuration., and . AAAI, page 1355-1362. AAAI Press, (2018)TempoRL: Learning When to Act., , , and . ICML, volume 139 of Proceedings of Machine Learning Research, page 914-924. PMLR, (2021)An Evolution Strategy with Progressive Episode Lengths for Playing Games., , , and . IJCAI, page 1234-1240. ijcai.org, (2019)Warmstarting of Model-based Algorithm Configuration., and . CoRR, (2017)AutoRL Hyperparameter Landscapes., , , , and . CoRR, (2023)POLTER: Policy Trajectory Ensemble Regularization for Unsupervised Reinforcement Learning, , , , and . Arxiv Preprint, (2022)Synergizing Theory and Practice of Automated Algorithm Design for Optimization (Dagstuhl Seminar 23332)., , , , and . Dagstuhl Reports, 13 (8): 46-70 (2023)A Patterns Framework for Incorporating Structure in Deep Reinforcement Learning, , and . EWRL 2023 Workshop, (Jul 19, 2023)