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online regression

18 papers

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Co-occurring keywords

regret bound (1926) contextual bandit (381) online learning (1777) nonparametric regression (111) sequential entropy (1) forecasting algorithm (2) diffusion approximation (3) meaningful feature (1) drift compensation (1) first-order guarantee (1)

Papers

Adaptive Passive-Aggressive Framework for Online Regression with Side Information NIPS 2024
Stochastic Constrained Contextual Bandits via Lyapunov Optimization Based Estimation to Decision Framework COLT 2024
Online Infinite-Dimensional Regression: Learning Linear Operators ALT 2024
Optimal Contextual Bandits with Knapsacks under Realizability via Regression Oracles AISTATS 2023
On the Interplay Between Misspecification and Sub-optimality Gap in Linear Contextual Bandits ICML 2023
Online Label Shift: Optimal Dynamic Regret meets Practical Algorithms NIPS 2023
Selective Sampling and Imitation Learning via Online Regression NIPS 2023
Efficient First-Order Contextual Bandits: Prediction, Allocation, and Triangular Discrimination NIPS 2021
Gaming Helps! Learning from Strategic Interactions in Natural Dynamics AISTATS 2021
Beyond UCB: Optimal and Efficient Contextual Bandits with Regression Oracles ICML 2020
Quantifying Uncertainty in Online Regression Forests JMLR 2019
Statistical Sparse Online Regression: A Diffusion Approximation Perspective AISTATS 2018
Online Regression with Partial Information: Generalization and Linear Projection AISTATS 2018
Nonparametric Online Regression while Learning the Metric NIPS 2017
Second-Order Non-Stationary Online Learning for Regression JMLR 2015
Online Non-Parametric Regression COLT 2014
Regression-tree Tuning in a Streaming Setting NIPS 2013
Beyond Logarithmic Bounds in Online Learning AISTATS 2012