Guillaume Gautier

Univ. Lille, Centrale Lille, Inria Lille-Nord Europe

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Scientific Discovery & Drug Design (1)Training Efficiency & Optimization (1)

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Rémi Bardenet (1)Michal Valko (1)

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Apr 21, 2026

Univ. Lille4d ago·also DeepMind, Centrale Lille, INRIA, Paris-Saclay

On two ways to use determinantal point processes for Monte Carlo integration

DPP-based Monte Carlo integration can offer variance reduction, but choosing the right DPP—fixed vs. tailored to the integrand—determines whether you get a biased but faster converging estimator or an unbiased but standard-rate estimator.

Guillaume Gautier, Rémi Bardenet, Michal Valko

Scientific Discovery & Drug Design Training Efficiency & Optimization

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Guillaume Gautier

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)