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Aalto Probabilistic Machine Learning group's Projects

atom-team icon atom-team

The Artificial agent with Theory of Mind FCAI team.

bosmos icon bosmos

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

forde icon forde

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

lfi-in-ssms-with-ud icon lfi-in-ssms-with-ud

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

lfi-with-dgps icon lfi-with-dgps

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

ppbo icon ppbo

Projective Preferential Bayesian Optimization

rmfbo icon rmfbo

Repository associated with the article "Multi-Fidelity Bayesian Optimization with Unreliable Information Sources"

tsgm icon tsgm

Generative modeling of synthetic time series data

vai-lab icon vai-lab

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

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