362 citations · 470 across the 35 of their papers we have counts for
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cs.LG2022★ 13 cited
Joint Entropy Search for Multi-objective Bayesian Optimization
Ben Tu, Axel Gandy, Nikolas Kantas +1
Many real-world problems can be phrased as a multi-objective optimization problem, where the goal is to identify the best set of compromises between the competing objectives. Multi…
stat.CO2022★ 7 cited
Unbiased Estimation using a Class of Diffusion Processes
Hamza Ruzayqat, Alexandros Beskos, Dan Crisan +2
We study the problem of unbiased estimation of expectations with respect to (w.r.t.) a given, general probability measure on that is…
math.OC2022★ 2 cited
Stochastic Mirror Descent for Convex Optimization with Consensus Constraints
Anastasia Borovykh, Nikolas Kantas, Panos Parpas +1
The mirror descent algorithm is known to be effective in situations where it is beneficial to adapt the mirror map to the underlying geometry of the optimization model. However, th…