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20092026
most citedData Poisoning Attacks on Stochastic Bandits

30 citations · 154 across the 34 of their papers we have counts for

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Showing 2017Show all

10 papers · 1 filter

cs.IT2017

Efficient Beam Alignment in Millimeter Wave Systems Using Contextual Bandits

Morteza Hashemi, Ashutosh Sabharwal, C. Emre Koksal +1

In this paper, we investigate the problem of beam alignment in millimeter wave (mmWave) systems, and design an optimal algorithm to reduce the overhead. Specifically, due to direct…

cs.LG201715 cited

A Change-Detection based Framework for Piecewise-stationary Multi-Armed Bandit Problem

Fang Liu, Joohyun Lee, Ness Shroff

The multi-armed bandit problem has been extensively studied under the stationary assumption. However in reality, this assumption often does not hold because the distributions of re…

cs.LG201720 cited

Information Directed Sampling for Stochastic Bandits with Graph Feedback

Fang Liu, Swapna Buccapatnam, Ness Shroff

We consider stochastic multi-armed bandit problems with graph feedback, where the decision maker is allowed to observe the neighboring actions of the chosen action. We allow the gr…

cs.DC20178 cited

Designing Low-Complexity Heavy-Traffic Delay-Optimal Load Balancing Schemes: Theory to Algorithms

Xingyu Zhou, Fei Wu, Jian Tan +2

We establish a unified analytical framework for load balancing systems, which allows us to construct a general class of policies that are both throughput optimal and heavy-traf…

cs.IT20176 cited

Energy-Efficient Power and Bandwidth Allocation in an Integrated Sub-6 GHz -- Millimeter Wave System

Morteza Hashemi, C. Emre Koksal, Ness B. Shroff

In mobile millimeter wave (mmWave) systems, energy is a scarce resource due to the large losses in the channel and high energy usage by analog-to-digital converters (ADC), which sc…

cs.PF2017

On Resource Pooling and Separation for LRU Caching

Jian Tan, Guocong Quan, Kaiyi Ji +1

Caching systems using the Least Recently Used (LRU) principle have now become ubiquitous. A fundamental question for these systems is whether the cache space should be pooled toget…