107 citations · 334 across the 11 of their papers we have counts for
12 papers
Approximate information for efficient exploration-exploitation strategies
Alex Barbier-Chebbah, Christian L. Vestergaard, Jean-Baptiste Masson
This paper addresses the exploration-exploitation dilemma inherent in decision-making, focusing on multi-armed bandit problems. The problems involve an agent deciding whether to ex…
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…
Statistical Tests for Force Inference in Heterogeneous Environments
Alexander S. Serov, François Laurent, Charlotte Floderer +5
We devise a method to detect and estimate forces in a heterogeneous environment based on experimentally recorded stochastic trajectories. In particular, we focus on systems modeled…
Single-Molecule Imaging of Nav1.6 on the Surface of Hippocampal Neurons Reveals Somatic Nanoclusters
Elizabeth J. Akin, Laura Solé, Ben Johnson +4
Voltage-gated sodium (Na) channels are responsible for the depolarizing phase of the action potential in most nerve cells, and Na channel localization to…
InferenceMAP: Mapping of Single-Molecule Dynamics with Bayesian Inference
Mohamed El Beheiry, Maxime Dahan, Jean-Baptiste Masson
Single-particle tracking (SPT) grants unprecedented insight into cellular function at the molecular scale [1]. Throughout the cell, the movement of single-molecules is generally he…