Hermanni Hälvä

4 papers · 2020–2024 · 3 conferences · across top CS/AI conferences

Achievements

🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🌍 Conference Polyglot (3) 🐝 Cross-Pollinator (13) 🏆 Keyword Champion

Conferences

AISTATS (2) NIPS (1) UAI (1)

Top co-authors

Aapo Hyvärinen (4) Jonathan So (2) Hiroshi Morioka (1) Luc Lehéricy (1) Richard E. Turner (1) Yongjie Zhu (1) Sylvain Le Corff (1) Elisabeth Gassiat (1)

Keywords

nonlinear ica (2) variational inference (2) deep generative model (1) inducing point (1) identifiability theory (1) t-process prior (1) mutual independence (1) nonlinear vector autoregressive (1) unsupervised learning (1) independent innovation analysis (1) spatial datum (1)

Papers

Identifiable Feature Learning for Spatial Data with Nonlinear ICA AISTATS 2024

Disentangling Identifiable Features from Noisy Data with Structured Nonlinear ICA NIPS 2021

Independent Innovation Analysis for Nonlinear Vector Autoregressive Process AISTATS 2021

Hidden Markov Nonlinear ICA: Unsupervised Learning from Nonstationary Time Series UAI 2020