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01/20/2023
Multi armed bandits and quantum channel oracles
Multi armed bandits are one of the theoretical pillars of reinforcement ...
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06/17/2022
AutoML Two-Sample Test
Two-sample tests are important in statistics and machine learning, both ...
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02/02/2022
Causal Inference Through the Structural Causal Marginal Problem
We introduce an approach to counterfactual inference based on merging in...
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10/25/2021
Quantum machine learning beyond kernel methods
With noisy intermediate-scale quantum computers showing great promise fo...
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06/07/2021
The Inductive Bias of Quantum Kernels
It has been hypothesized that quantum computers may lend themselves well...
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02/10/2021
An Optimal Witness Function for Two-Sample Testing
We propose data-dependent test statistics based on a one-dimensional wit...
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06/03/2020
Learning Kernel Tests Without Data Splitting
Modern large-scale kernel-based tests such as maximum mean discrepancy (...
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05/31/2019