Papers

357 papers found
Bandit Convex Optimization in Non-stationary Environments
Peng Zhao, Guanghui Wang, Lijun Zhang et al.
2020 AISTATS
Competing Bandits in Matching Markets
Lydia T. Liu, Horia Mania, Michael Jordan
2020 AISTATS
Naive Feature Selection: Sparsity in Naive Bayes
Armin Askari, Alexandre d’Aspremont, Laurent El Ghaoui
2020 AISTATS
Randomized Exploration in Generalized Linear Bandits
Branislav Kveton, Manzil Zaheer, Csaba Szepesvari et al.
2020 AISTATS
Bandit optimisation of functions in the Matérn kernel RKHS
David Janz, David Burt, Javier Gonzalez
2020 AISTATS
Adaptive Exploration in Linear Contextual Bandit
Botao Hao, Tor Lattimore, Csaba Szepesvari
2020 AISTATS
On the Role of Data in PAC-Bayes Bounds
Gintare Karolina Dziugaite, Kyle Hsu, Waseem Gharbieh et al.
2021 AISTATS
Training a Single Bandit Arm
Eren Ozbay, Vijay Kamble
2021 AISTATS
Random Effect Bandits
Rong Zhu, Branislav Kveton
2022 AISTATS
On Margins and Derandomisation in PAC-Bayes
Felix Biggs, Benjamin Guedj
2022 AISTATS
Pulling back information geometry
Georgios Arvanitidis, Miguel González-Duque, Alison Pouplin et al.
2022 AISTATS
2022 AISTATS
Meta-Uncertainty in Bayesian Model Comparison
Marvin Schmitt, Stefan T. Radev, Paul-Christian Bürkner
2023 AISTATS
Delayed Feedback in Generalised Linear Bandits Revisited
Benjamin Howson, Ciara Pike-Burke, Sarah Filippi
2023 AISTATS
Model-Based Uncertainty in Value Functions
Carlos E. Luis, Alessandro G. Bottero, Julia Vinogradska et al.
2023 AISTATS
Pure Exploration in Bandits with Linear Constraints
Emil Carlsson, Debabrota Basu, Fredrik Johansson et al.
2024 AISTATS
Meta Learning in Bandits within shared affine Subspaces
Steven Bilaj, Sofien Dhouib, Setareh Maghsudi
2024 AISTATS
Autoregressive Bandits
Francesco Bacchiocchi, Gianmarco Genalti, Davide Maran et al.
2024 AISTATS
Online learning in bandits with predicted context
Yongyi Guo, Ziping Xu, Susan Murphy
2024 AISTATS
Dissimilarity Bandits
Paolo Battellani, Alberto Maria Metelli, Francesco Trovò
2024 AISTATS
How Good is a Single Basin?
Kai Lion, Lorenzo Noci, Thomas Hofmann et al.
2024 AISTATS
Sparsity, variance and curvature in multi-armed bandits
Sébastien Bubeck, Michael Cohen, Yuanzhi Li
2018 ALT
Instrument-Armed Bandits
Nathan Kallus
2018 ALT
PAC Battling Bandits in the Plackett-Luce Model
Aadirupa Saha, Aditya Gopalan
2019 ALT
Max-Quantile Grouped Infinite-Arm Bandits
Ivan Lau, Yan Hao Ling, Mayank Shrivastava et al.
2023 ALT