Harri Valpola
8 papers · 2005–2019 · 3 conferences · across top CS/AI conferences
Achievements
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π Academic Marathon (14) π Conference Polyglot (3) π Renaissance Researcher (5) π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (20)
π
Cross-Pollinator
(15)
π£
Hot Topic Early Bird
πΊοΈ
Taxonomy Completionist
(20)
π
Keyword Trendsetter Combo
(4)
π
Keyword Champion
(2)
π§¬
Topic Evolution
π±
Topic Pioneer
π
Trend Setter
Conferences
NIPS (5)
JMLR (2)
AISTATS (1)
Top co-authors
Keywords
semi-supervised learning
(4)
ladder network
(2)
unsupervised learning
(2)
iterative inference
(2)
sample efficiency
(1)
deep learning
(1)
representation learning
(1)
variational inference
(1)
image segmentation
(1)
independent component analysis
(1)
source separation
(1)
em algorithm
(1)
temporal modeling
(1)
natural gradient
(1)
trajectory optimization
(1)
gradient descent
(1)
variational free energy
(1)
model-based reinforcement learning
(1)
fisher information matrix
(1)
feature learning
(1)
Papers
Regularizing Trajectory Optimization with Denoising Autoencoders
NIPS 2019
Recurrent Ladder Networks
NIPS 2017
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results
NIPS 2017
Tagger: Deep Unsupervised Perceptual Grouping
NIPS 2016
Semi-supervised Learning with Ladder Networks
NIPS 2015
Deep Learning Made Easier by Linear Transformations in Perceptrons
AISTATS 2012
Building Blocks for Variational Bayesian Learning of Latent Variable Models
JMLR 2007
Denoising Source Separation
JMLR 2005