Aapo Hyvärinen

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New:

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

Teaching

Coming in 2024/25:

Neural Networks and Deep Learning, 4th period 2024/25.

Past:

Seminar in Neuroinformatics 9: Human-like machines and machine-like humans, 3rd and 4th period in 2023/24.

Neural Networks and Deep Learning, 4th period 2023/24.

Seminar in Neuroinformatics 8: What AI can tell us about human suffering, 3rd and 4th period in 2022/23.

Advanced Reseach Topics in Data Science, 4rd period in 2022/23.

Computational Cognitive Neuroscience, 3rd period in 2021/22.

Seminar in Neuroinformatics 7: ICT for Well-Being, 3rd and 4th period in 2021/22.

Advanced Reseach Topics in Data Science, 4rd period in 2021/22.

Seminar in Neuroinformatics 6: AI and Ethics, 3rd and 4th period in 2020/21.

Computational Cognitive Neuroscience, 3rd period in 2020/21.

Computational Cognitive Neuroscience, 3rd period in 2015/16.

Unsupervised Machine Learning, 4th period in 2014/15.

Seminar in Neuroinformatics 5: Emotion in Machines and Humans , 3rd and 4th period in 2014/15.

Unsupervised Machine Learning, 4th period in 2013/14.

Unsupervised Machine Learning, 3rd period in 2012/13.

Seminar on Neuroinformatics 4: Consciousness in brains and machines, 3rd and 4th period in 2011/12.

Unsupervised Machine Learning, 4th period in 2011/12.

Seminar on Neuroinformatics 3: Social interaction in agents and humans, 3rd and 4th period in 2010/11.

Unsupervised Machine Learning, 4th period in 2010/11.

Seminar on Neuroinformatics 2: Natural Image Statistics, 3rd and 4th period in 2009/10.

Unsupervised Machine Learning, 4th period in 2009/10.

Seminar on Neuroinformatics: Advanced data analysis methods in brain imaging, 1st and 2nd period in 2008/9.

Unsupervised Machine Learning, 4th period in 2008/9.

Modelling of Vision, given in 2004-2008.