Pedro Domingos
10 papers · 2008–2018 · 6 venues · across top CS/AI venues
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Achievements
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π£ Hot Topic Early Bird π Conference Polyglot Β· Silver π Academic Marathon Β· Half π Interdisciplinary Bridge Β· Bronze πΊοΈ Taxonomy Completionist (20)
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Keyword Pioneer
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Trend Setter
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Century Club Β· Bronze
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Conference Pioneer
Top co-authors
Research topics
Machine Learning
(7)
Artificial Intelligence
(6)
Bayesian & Probabilistic Β· Artificial Intelligence
(5)
Deep Learning
(4)
Bayesian & Probabilistic Β· Machine Learning
(4)
Core Methods
(4)
Optimization & Theory
(4)
Models
(3)
Architectures
(2)
Learning Types Β· Machine Learning
(2)
Computer Vision
(1)
Analysis
(1)
Core AI
(1)
Learning Types Β· Deep Learning
(1)
Keywords
sum-product network
(3)
probabilistic inference
(3)
tractable inference
(3)
graphical model
(3)
probabilistic modeling
(3)
probabilistic model
(2)
markov network
(2)
convex optimization
(1)
variational inference
(1)
approximate inference
(1)
discrete optimization
(1)
loopy belief propagation
(1)
exact inference
(1)
gibbs sampling
(1)
zero-one loss
(1)
discriminative learning
(1)
deep architecture
(1)
belief propagation
(1)
marginal inference
(1)
discriminative training
(1)
Papers
Deep Learning as a Mixed Convex-Combinatorial Optimization Problem
ICLR 2018
The Sum-Product Theorem: A Foundation for Learning Tractable Models
ICML 2016
On Theoretical Properties of Sum-Product Networks
AISTATS 2015
Exchangeable Variable Models
ICML 2014
Discriminative Learning of Sum-Product Networks
NeurIPS 2012
Approximate Inference by Compilation to Arithmetic Circuits
NeurIPS 2010
Learning Efficient Markov Networks
NeurIPS 2010
Unsupervised Ontology Induction from Text
ACL 2010
Unsupervised Semantic Parsing
EMNLP 2009
Joint Unsupervised Coreference Resolution with Markov Logic
EMNLP 2008