Scholar
Aapo Hyvärinen
Google Scholar ID: UnrY-40AAAAJ
University of Helsinki
Machine Learning
Computational Neuroscience
#UnivHelsinkiCS
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Citations & Impact
All-time
Citations
24,136
H-index
49
i10-index
111
Publications
20
Co-authors
78
list available
Contact
No contact links provided.
Publications
2 items
Identifiable Multi-View Causal Discovery Without Non-Gaussianity
2025
Cited
0
A noise-corrected Langevin algorithm and sampling by half-denoising
arXiv.org · 2024
Cited
1
Resume (English only)
Academic Achievements
Books:
- Painful intelligence: What AI can tell us about human suffering (2022/24)
- Natural Image Statistics (2009)
- Independent Component Analysis (2001)
Recent papers:
- Multi-View Causal Discovery Without Non-Gaussianity: Identifiability and Algorithms (Arxiv)
- A noise-corrected Langevin algorithm and sampling by half-denoising (TMLR)
- Second-order instantaneous causal analysis of spontaneous MEG (Imag Neurosci)
- Density Ratio Estimation with Conditional Probability Paths (ICML2025)
Background
Professor of Computer Science (Machine Learning)
Helsinki Probabilistic Machine Learning Lab
Research interests include: multi-view causal discovery, nonlinear independent component analysis, etc.
Miscellany
Quote from Seneca expressing views on scientific research
Co-authors
78 total
Co-author 1
Co-author 2
Michael U. Gutmann
University of Edinburgh
SHIMIZU Shohei
The University of Osaka (Osaka University), Shiga University & RIKEN
Kun Zhang
Carnegie Mellon University & Mohamed bin Zayed University of Artificial Intelligence (MBZUAI)
Ricardo Pio Monti
Gatsby Unit, UCL
Co-author 7
Co-author 8
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