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03/08/2023
Smoothed Analysis of Sequential Probability Assignment
We initiate the study of smoothed analysis for the sequential probabilit...
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07/25/2022
On Confidence Sequences for Bounded Random Processes via Universal Gambling Strategies
This paper considers the problem of constructing a confidence sequence f...
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02/04/2022
On Universal Portfolios with Continuous Side Information
A new portfolio selection strategy that adapts to a continuous side-info...
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02/04/2022
Parameter-free Online Linear Optimization with Side Information via Universal Coin Betting
A class of parameter-free online linear optimization algorithms is propo...
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09/18/2021
Sharp Concentration Inequalities for the Centered Relative Entropy
We study the relative entropy between the empirical estimate of a discre...
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02/13/2021
Sequential prediction under log-loss with side information
The problem of online prediction with sequential side information under ...
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06/04/2020
Universal Graph Compression: Stochastic Block Models
Motivated by the prevalent data science applications of processing and m...
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12/07/2018