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Distributionally Robust Bayesian Quadrature Optimization.

, , , , and . AISTATS, volume 108 of Proceedings of Machine Learning Research, page 1921-1931. PMLR, (2020)

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On Instance-Dependent Bounds for Offline Reinforcement Learning with Linear Function Approximation., , , , and . AAAI, page 9310-9318. AAAI Press, (2023)TIPI: Test Time Adaptation with Transformation Invariance., , , and . CVPR, page 24162-24171. IEEE, (2023)Bayesian Optimization with Unknown Search Space., , , , , and . NeurIPS, page 11772-11781. (2019)SigFormer: Signature Transformers for Deep Hedging., , , , and . ICAIF, page 124-132. ACM, (2023)Distributional Reinforcement Learning via Moment Matching., , and . AAAI, page 9144-9152. AAAI Press, (2021)Offline Neural Contextual Bandits: Pessimism, Optimization and Generalization., , , and . ICLR, OpenReview.net, (2022)Combining Online Learning and Offline Learning for Contextual Bandits with Deficient Support., , , , and . CoRR, (2021)Offline Multitask Representation Learning for Reinforcement Learning., , , , , , and . CoRR, (2024)Domain Generalization with Interpolation Robustness., , , , and . ACML, volume 222 of Proceedings of Machine Learning Research, page 1039-1054. PMLR, (2023)VIPeR: Provably Efficient Algorithm for Offline RL with Neural Function Approximation., and . ICLR, OpenReview.net, (2023)