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08/12/2023
Energy-Efficient Deadline-Aware Edge Computing: Bandit Learning with Partial Observations in Multi-Channel Systems
In this paper, we consider a task offloading problem in a multi-access e...
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06/08/2023
Generalization Performance of Transfer Learning: Overparameterized and Underparameterized Regimes
Transfer learning is a useful technique for achieving improved performan...
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06/01/2023
Achieving Fairness in Multi-Agent Markov Decision Processes Using Reinforcement Learning
Fairness plays a crucial role in various multi-agent systems (e.g., comm...
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04/09/2023
Theoretical Characterization of the Generalization Performance of Overfitted Meta-Learning
Meta-learning has arisen as a successful method for improving training p...
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02/27/2023
Age Minimization with Energy and Distortion Constraints
In this paper, we consider a status update system, where an access point...
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12/05/2022
DIAMOND: Taming Sample and Communication Complexities in Decentralized Bilevel Optimization
Decentralized bilevel optimization has received increasing attention rec...
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07/02/2022
Interference Constrained Beam Alignment for Time-Varying Channels via Kernelized Bandits
To fully utilize the abundant spectrum resources in millimeter wave (mmW...
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06/04/2022
On the Generalization Power of the Overfitted Three-Layer Neural Tangent Kernel Model
In this paper, we study the generalization performance of overparameteri...
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01/09/2022
Optimizing Sampling for Data Freshness: Unreliable Transmissions with Random Two-way Delay
In this paper, we study a sampling problem, in which freshly sampled dat...
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03/09/2021
On the Generalization Power of Overfitted Two-Layer Neural Tangent Kernel Models
In this paper, we study the generalization performance of min ℓ_2-norm o...
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02/22/2021
WLAN-Log-Based Superspreader Detection in the COVID-19 Pandemic
Identifying "superspreaders" of disease is a pressing concern for societ...
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02/04/2021
Low-Power Status Updates via Sleep-Wake Scheduling
We consider the problem of optimizing the freshness of status updates th...
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01/09/2021
Incentive Design and Profit Sharing in Multi-modal Transportation Network
We consider the situation where multiple transportation service provider...
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12/17/2020
Minimizing Age of Information via Scheduling over Heterogeneous Channels
In this paper, we investigate how to minimize the age of information whe...
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12/17/2020
Battle between Rate and Error in Minimizing Age of Information
In this paper, we consider a status update system, in which update packe...
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12/05/2020
Age Minimization Transmission Scheduling over Time-Correlated Fading Channel under An Average Energy Constraint
In this paper, we consider transmission scheduling in a status update sy...
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07/25/2020
A Partially Observable MDP Approach for Sequential Testing for Infectious Diseases such as COVID-19
The outbreak of the novel coronavirus (COVID-19) is unfolding as a major...
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07/06/2020
The Sample Complexity of Best-k Items Selection from Pairwise Comparisons
This paper studies the sample complexity (aka number of comparisons) bou...
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07/06/2020
Multi-Armed Bandits with Local Differential Privacy
This paper investigates the problem of regret minimization for multi-arm...
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02/27/2020
Learning in Markov Decision Processes under Constraints
We consider reinforcement learning (RL) in Markov Decision Processes (MD...
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01/24/2020
Optimal Sampling and Scheduling for Timely Status Updates in Multi-source Networks
In this paper, we consider a joint sampling and transmission scheduling ...
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10/01/2019
Optimal Age-Energy Trade-off via Sleep-Wake Scheduling
The problem of controlling and analyzing information updates has receive...
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09/07/2019
On Sample Complexity Upper and Lower Bounds for Exact Ranking from Noisy Comparisons
This paper studies the problem of finding the exact ranking from noisy c...
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08/30/2019
Delay-Optimal and Energy-Efficient Communications with Markovian Arrivals
In this paper, delay-optimal and energy-efficient communication is studi...
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01/04/2019
Integrating Sub-6 GHz and Millimeter Wave to Combat Blockage: Delay-Optimal Scheduling
Millimeter wave (mmWave) technologies have the potential to achieve very...
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12/22/2018
Age-optimal Sampling and Transmission Scheduling in Multi-Source Systems
In this paper, we consider the problem of minimizing the age of informat...
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09/09/2018
Simulated Annealing for Optimal Resource Allocation in Wireless Networks with ImperfectCommunications
Simulated annealing (SA) method has had significant recent success in de...
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06/08/2018
PAC Ranking from Pairwise and Listwise Queries: Lower Bounds and Upper Bounds
This paper explores the adaptively (active) PAC (probably approximately ...
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01/05/2018
High Throughput Low Delay Wireless Multicast via Multi-Channel Moving Window Codes
A fundamental challenge in wireless multicast has been how to simultaneo...
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12/25/2017
The Age of Information in Multihop Networks
The problem of minimizing the age-of-information has been extensively st...
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12/03/2017
Efficient Beam Alignment in Millimeter Wave Systems Using Contextual Bandits
In this paper, we investigate the problem of beam alignment in millimete...
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04/26/2017
Reward Maximization Under Uncertainty: Leveraging Side-Observations on Networks
We study the stochastic multi-armed bandit (MAB) problem in the presence...
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12/01/2016