Variance-Aware Linear UCB with Deep Representation for Neural Contextual BanditsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2024 |
Doubly High-Dimensional Contextual Bandits: An Interpretable Model for
Joint Assortment-PricingSocial Science Research Network (SSRN), 2023 |
Efficient Online Decision Tree Learning with Active Feature AcquisitionInternational Joint Conference on Artificial Intelligence (IJCAI), 2023 |
Tsetlin Machine for Solving Contextual Bandit ProblemsNeural Information Processing Systems (NeurIPS), 2022 |
Exploiting Relevance for Online Decision-Making in High-DimensionsIEEE Transactions on Signal Processing (IEEE Trans. Signal Process.), 2019 |
Decentralized Exploration in Multi-Armed Bandits -- Extended versionInternational Conference on Machine Learning (ICML), 2018 |
Deep Bayesian Bandits Showdown: An Empirical Comparison of Bayesian Deep
Networks for Thompson SamplingInternational Conference on Learning Representations (ICLR), 2018 |