21 citations · 52 across the 7 of their papers we have counts for
3 papers · 1 filter
Information maximization for a broad variety of multi-armed bandit games
Alex Barbier-Chebbah, Christian L. Vestergaard, Jean-Baptiste Masson
Information and free-energy maximization are physics principles that provide general rules for an agent to optimize actions in line with specific goals and policies. These principl…
Variational inference of fractional Brownian motion with linear computational complexity
Hippolyte Verdier, François Laurent, Alhassan Cassé +2
We introduce a simulation-based, amortised Bayesian inference scheme to infer the parameters of random walks. Our approach learns the posterior distribution of the walks' parameter…
Learning physical properties of anomalous random walks using graph neural networks
Hippolyte Verdier, Maxime Duval, François Laurent +3
Single particle tracking allows probing how biomolecules interact physically with their natural environments. A fundamental challenge when analysing recorded single particle trajec…