Aalto Probabilistic Machine Learning group

The Artificial agent with Theory of Mind FCAI team.

Code for Preference Learning of Latent Decision Utilities with a Human-like Model of Preferential Choice (NeurIPS 2024)

Repository for the paper Tackling covariate shift with node-based Bayesian neural networks (ICML 2022 oral)

Repository for the paper Input-gradient space particle inference for neural network ensembles (ICLR 2024 spotlight)

Modular pipeline for design assistance. PYPi Package: https://pypi.org/project/vai-lab

Code for replicating the experiments in the "Online simulator-based experimental design for cognitive model selection" paper

Code from the Likelihood-Free Inference with Deep Gaussian Processes paper

Code from the Likelihood-Free Inference in State-Space Models with Unknown Dynamics paper