Aapo Hyvärinen

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Arxiv: A noise-corrected Langevin algorithm and sampling by half-denoising

Front Mol BioSci: Towards Interpretable CryoEM: Disentangling Latent Spaces of Molecular Conformations

ICML2024: Causal Representation Learning Made Identifiable by Grouping of Observational Variables

AISTATS2024: Identifiable Feature Learning for Spatial Data with Nonlinear ICA

NeurIPS2023: Provable benefits of annealing for estimating normalizing constants

NeuroImage: Unsupervised representation learning of spontaneous MEG data with nonlinear ICA

AISTATS2023: Connectivity-contrastive learning: Combining causal discovery and representation learning for multimodal data

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Aapo

Professor of Computer Science (Machine Learning)

Books

Recent reviews (2023)

A randomized research manifesto ?