Author

Vincent Pauline

2 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#machine learning Preprint Oct 2026

Amortised Inference through One-Step Implicit Sampling

Efficient sampling from Bayesian posterior distributions in high dimensions remains a hard problem, despite advances in theory and algorithms. Multiple steps are usually required to draw unbiased samples, for example, iterations of an MCMC algorithm or integration steps in a diffusion-based amortised sampler. However,...

Vincent Pauline, Kirill Tamogashev, Arran Carter et al. · 0 citations

#artificial intelligence Preprint Oct 2026

One for All, All for One: Coordinated Multi-Agent Diffusion Steering via Stochastic Optimal Control

This framework, Coordinated Multi-Agent Diffusion Steering (CMDS), treats frozen pretrained diffusion models as reusable generative primitives and coordinates their reverse processes through a learned control, forming coordination as a stochastic optimal control problem.

Riccardo Barbano, Vincent Pauline, Run-Chang Li et al. · 0 citations