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20092026
most citedData Poisoning Attacks on Stochastic Bandits

30 citations · 186 across the 58 of their papers we have counts for

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Showing 2018Show all

12 papers · 1 filter

cs.IT2018

Age-optimal Sampling and Transmission Scheduling in Multi-Source Systems

Ahmed M. Bedewy, Yin Sun, Sastry Kompella +1

In this paper, we consider the problem of minimizing the age of information in a multi-source system, where samples are taken from multiple sources and sent to a destination via a…

cs.LG2018

Exploring out of Top Fraction of Arms in Stochastic Bandits

Wenbo Ren, Jia Liu, Ness Shroff

This paper studies the problem of identifying any distinct arms among the top fraction (e.g., top 5\%) of arms from a finite or infinite set with a probably approximately c…

math.OC2018

Simulated Annealing for Optimal Resource Allocation in Wireless Networks with ImperfectCommunications

Jaewook Kwak, Ness B. Shroff

Simulated annealing (SA) method has had significant recent success in designing distributed control algorithms for wireless networks. These SA based techniques formed the basis of…

cs.PF2018

Heavy-traffic Delay Optimality in Pull-based Load Balancing Systems: Necessary and Sufficient Conditions

Xingyu Zhou, Jian Tan, Ness Shroff

In this paper, we consider a load balancing system under a general pull-based policy. In particular, each arrival is randomly dispatched to one of the servers whose queue lengths a…

cs.DC2018

Flexible Load Balancing with Multi-dimensional State-space Collapse: Throughput and Heavy-traffic Delay Optimality

Xingyu Zhou, Jian Tan, Ness Shroff

Heavy traffic analysis for load balancing policies has relied heavily on the condition of state-space collapse onto a single-dimensional line in previous works. In this paper, via…

cs.LG2018

PAC Ranking from Pairwise and Listwise Queries: Lower Bounds and Upper Bounds

Wenbo Ren, Jia Liu, Ness B. Shroff

This paper explores the adaptive (active) PAC (probably approximately correct) top- ranking (i.e., top- item selection) and total ranking problems from -wise () c…