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04/04/2021
SOLO: Search Online, Learn Offline for Combinatorial Optimization Problems
We study combinatorial problems with real world applications such as mac...
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02/21/2020
Differentiable Likelihoods for Fast Inversion of 'Likelihood-Free' Dynamical Systems
Likelihood-free (a.k.a. simulation-based) inference problems are inverse...
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02/07/2020
Noisy-Input Entropy Search for Efficient Robust Bayesian Optimization
We consider the problem of robust optimization within the well-establish...
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05/14/2019
Trajectory-Based Off-Policy Deep Reinforcement Learning
Policy gradient methods are powerful reinforcement learning algorithms a...
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04/04/2019
Meta-Learning Acquisition Functions for Bayesian Optimization
Many practical applications of machine learning require data-efficient b...
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01/31/2018