11 citations · 35 across the 20 of their papers we have counts for
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cs.LG2020★ 11 cited
Group-Fair Online Allocation in Continuous Time
Semih Cayci, Swati Gupta, Atilla Eryilmaz
The theory of discrete-time online learning has been successfully applied in many problems that involve sequential decision-making under uncertainty. However, in many applications…
cs.LG2020★ 3 cited
Continuous-Time Multi-Armed Bandits with Controlled Restarts
Semih Cayci, Atilla Eryilmaz, R. Srikant
Time-constrained decision processes have been ubiquitous in many fundamental applications in physics, biology and computer science. Recently, restart strategies have gained signifi…
cs.LG2020★ 5 cited
Budget-Constrained Bandits over General Cost and Reward Distributions
Semih Cayci, Atilla Eryilmaz, R. Srikant
We consider a budget-constrained bandit problem where each arm pull incurs a random cost, and yields a random reward in return. The objective is to maximize the total expected rewa…