Harri Valpola
8 papers · 2005–2019 · 3 venues · across top CS/AI venues
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Achievements
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🗺️ Taxonomy Completionist (21) 🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🏃 Academic Marathon · Half 🐣 Hot Topic Early Bird
🌱
Topic Pioneer
🌟
Keyword Trendsetter Combo
(3)
🧬
Topic Evolution
🧭
Keyword Pioneer
🏆
Keyword Champion
(2)
📈
Trend Setter
Venues
Top co-authors
Research topics
Deep Learning
(8)
Machine Learning
(7)
Learning Types · Machine Learning
(6)
Architectures
(5)
Learning Types · Deep Learning
(4)
Computer Vision
(3)
Optimization & Theory · Machine Learning
(3)
Analysis
(2)
Core Methods
(2)
Models
(2)
Artificial Intelligence
(1)
Reinforcement Learning
(1)
Applications
(1)
Bayesian & Probabilistic
(1)
Optimization & Theory · Deep Learning
(1)
Keywords
semi-supervised learning
(4)
iterative inference
(2)
ladder network
(2)
sample efficiency
(2)
unsupervised learning
(2)
deep learning
(1)
source separation
(1)
representation learning
(1)
independent component analysis
(1)
variational inference
(1)
image segmentation
(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
NeurIPS 2019
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results
NeurIPS 2017
Recurrent Ladder Networks
NeurIPS 2017
Tagger: Deep Unsupervised Perceptual Grouping
NeurIPS 2016
Semi-supervised Learning with Ladder Networks
NeurIPS 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