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 Hiroshi Morioka, Hermanni Hälvä, Jonathan So
8 papers
· 2016–2024
· AISTATS, NeurIPS, ICML
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Causal Representation Learning Made Identifiable by Grouping of Observational Variables
ICML 2024
Identifiable Feature Learning for Spatial Data with Nonlinear ICA
AISTATS 2024
Connectivity-contrastive learning: Combining causal discovery and representation learning for multimodal data
AISTATS 2023
Disentangling Identifiable Features from Noisy Data with Structured Nonlinear ICA
NeurIPS 2021
Independent Innovation Analysis for Nonlinear Vector Autoregressive Process
AISTATS 2021
Hidden Markov Nonlinear ICA: Unsupervised Learning from Nonstationary Time Series
UAI 2020
Nonlinear ICA of Temporally Dependent Stationary Sources
AISTATS 2017
Unsupervised Feature Extraction by Time-Contrastive Learning and Nonlinear ICA
NeurIPS 2016
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