conftrace_

Jonathan So

4 papers · 2021–2024 · 2 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze

Venues

AISTATS (2) NeurIPS (2)

Top co-authors

Richard E. Turner (3) Hermanni Hälvä (2) Aapo Hyvärinen (2) Elisabeth Gassiat (1) Richard E Turner (1) Yongjie Zhu (1) Sylvain Le Corff (1) Luc Lehéricy (1)

Research topics

Machine Learning (4) Deep Learning (3) Models (3) Optimization & Theory (3) Core Methods (2) Learning Types (2) Mathematics & Optimization (1) Bayesian & Probabilistic (1) Optimization (1)

Keywords

variational inference (4) natural gradient (2) nonlinear ica (2) monte carlo estimation (1) probability distribution (1) expectation propagation (1) spatial data (1) deep generative model (1) inducing point (1) surrogate distribution (1) identifiability theory (1) unsupervised learning (1) t-process prior (1) approximate inference (1) maximum likelihood (1)

Papers

Fearless Stochasticity in Expectation Propagation NeurIPS 2024 Identifiable Feature Learning for Spatial Data with Nonlinear ICA AISTATS 2024 Optimising Distributions with Natural Gradient Surrogates AISTATS 2024 Disentangling Identifiable Features from Noisy Data with Structured Nonlinear ICA NeurIPS 2021