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08/19/2023
Intelligent Communication Planning for Constrained Environmental IoT Sensing with Reinforcement Learning
Internet of Things (IoT) technologies have enabled numerous data-driven ...
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05/26/2023
Adversarial Attacks on Online Learning to Rank with Click Feedback
Online learning to rank (OLTR) is a sequential decision-making problem w...
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03/30/2023
The Online Pause and Resume Problem: Optimal Algorithms and An Application to Carbon-Aware Load Shifting
We introduce and study the online pause and resume problem. In this prob...
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03/30/2023
Contextual Combinatorial Bandits with Probabilistically Triggered Arms
We study contextual combinatorial bandits with probabilistically trigger...
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09/06/2022
Hierarchical Conversational Preference Elicitation with Bandit Feedback
The recent advances of conversational recommendations provide a promisin...
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08/31/2022
Batch-Size Independent Regret Bounds for Combinatorial Semi-Bandits with Probabilistically Triggered Arms or Independent Arms
In this paper, we study the combinatorial semi-bandits (CMAB) and focus ...
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06/09/2021
Multi-layered Network Exploration via Random Walks: From Offline Optimization to Online Learning
Multi-layered network exploration (MuLaNE) problem is an important probl...
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05/10/2021
Combinatorial Multi-armed Bandits for Resource Allocation
We study the sequential resource allocation problem where a decision mak...
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06/24/2020
Online Competitive Influence Maximization
Online influence maximization has attracted much attention as a way to m...
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11/21/2019