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09/03/2023
Spectral Adversarial MixUp for Few-Shot Unsupervised Domain Adaptation
Domain shift is a common problem in clinical applications, where the tra...
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01/10/2023
Best Arm Identification in Stochastic Bandits: Beyond β-optimality
This paper focuses on best arm identification (BAI) in stochastic multi-...
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12/01/2022
When Neural Networks Fail to Generalize? A Model Sensitivity Perspective
Domain generalization (DG) aims to train a model to perform well in unse...
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08/26/2022
Causal Bandits for Linear Structural Equation Models
This paper studies the problem of designing an optimal sequence of inter...
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08/10/2022
Active Sampling of Multiple Sources for Sequential Estimation
Consider K processes, each generating a sequence of identical and indepe...
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07/22/2022
SPRT-based Efficient Best Arm Identification in Stochastic Bandits
This paper investigates the best arm identification (BAI) problem in sto...
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11/15/2021
Scalable Intervention Target Estimation in Linear Models
This paper considers the problem of estimating the unknown intervention ...
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11/14/2021
Mean-based Best Arm Identification in Stochastic Bandits under Reward Contamination
This paper investigates the problem of best arm identification in contam...
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05/17/2021
Distributed Computation over MAC via Kolmogorov-Arnold Representation
Kolmogorov's representation theorem provides a framework for decomposing...
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01/18/2021
The Broadcast Approach in Communication Networks
This paper reviews the theoretical and practical principles of the broad...
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12/26/2018
Secure Estimation under Causative Attacks
This paper considers the problem of secure parameter estimation when the...
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04/25/2018
Quickest Search for a Change Point
This paper considers a sequence of random variables generated according ...
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12/23/2017
Multiaccess Communication via a Broadcast Approach Adapted to the Multiuser Channel
A broadcast strategy for multiple access communication over slowly fadin...
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11/12/2017