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11/28/2022
On the Utility Recovery Incapability of Neural Net-based Differential Private Tabular Training Data Synthesizer under Privacy Deregulation
Devising procedures for auditing generative model privacy-utility tradeo...
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11/18/2022
Always Valid Risk Monitoring for Online Matrix Completion
Always-valid concentration inequalities are increasingly used as perform...
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08/19/2022
Non-Stationary Dynamic Pricing Via Actor-Critic Information-Directed Pricing
This paper presents a novel non-stationary dynamic pricing algorithm des...
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05/07/2022
Rate-Optimal Contextual Online Matching Bandit
Two-sided online matching platforms have been employed in various market...
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02/27/2022
Federated Online Sparse Decision Making
This paper presents a novel federated linear contextual bandits model, w...
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02/23/2022
Residual Bootstrap Exploration for Stochastic Linear Bandit
We propose a new bootstrap-based online algorithm for stochastic linear ...
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12/03/2020
Online Forgetting Process for Linear Regression Models
Motivated by the EU's "Right To Be Forgotten" regulation, we initiate a ...
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07/05/2020
Online Regularization for High-Dimensional Dynamic Pricing Algorithms
We propose a novel online regularization scheme for revenue-maximization...
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02/21/2020
Online Batch Decision-Making with High-Dimensional Covariates
We propose and investigate a class of new algorithms for sequential deci...
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02/19/2020