Aapo Hyvärinen
39 papers · 2005–2025 · 6 venues · across top CS/AI venues
This profile combines several different researchers. Authors are keyed by name, and this name's papers fall into 13 separate collaboration groups - the largest holds only 26% of them. Pick the group below that matches the researcher you mean. How a shared name is split.
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Which Aapo Hyvärinen?
6 groups of papers that share co-authors internally but none with each other - each most likely a different researcher. Pick one to see its papers.
with Hiroaki Sasaki, Ricardo Monti, Ilyes Khemakhem
10 papers
· 2010–2021
· AISTATS, JMLR, NeurIPS
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Causal Autoregressive Flows
AISTATS 2021
ICE-BeeM: Identifiable Conditional Energy-Based Deep Models Based on Nonlinear ICA
NeurIPS 2020
Robust contrastive learning and nonlinear ICA in the presence of outliers
UAI 2020
Variational Autoencoders and Nonlinear ICA: A Unifying Framework
AISTATS 2020
Nonlinear ICA Using Auxiliary Variables and Generalized Contrastive Learning
AISTATS 2019
Mode-Seeking Clustering and Density Ridge Estimation via Direct Estimation of Density-Derivative-Ratios
JMLR 2018
Estimating Dependency Structures for non-Gaussian Components with Linear and Energy Correlations
AISTATS 2014
Noise-Contrastive Estimation of Unnormalized Statistical Models, with Applications to Natural Image Statistics
JMLR 2012
Topographic Analysis of Correlated Components
ACML 2012
Noise-contrastive estimation: A new estimation principle for unnormalized statistical models
AISTATS 2010
7 papers whose co-authors appear nowhere else under this name
Binary independent component analysis: a non-stationarity-based approach
UAI 2022
Neural Empirical Bayes
JMLR 2019
Density Estimation in Infinite Dimensional Exponential Families
JMLR 2017
Pairwise Likelihood Ratios for Estimation of Non-Gaussian Structural Equation Models
JMLR 2013
Pairwise Measures of Causal Direction in Linear Non-Gaussian Acyclic Models
ACML 2010
Emergence of conjunctive visual features by quadratic independent component analysis
NeurIPS 2006
Estimation of Non-Normalized Statistical Models by Score Matching
JMLR 2005