Denis Deratani Mauá
9 papers · 2013–2024 · 5 venues · across top CS/AI venues
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Achievements
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🌉 Interdisciplinary Bridge · Bronze 🏃 Academic Marathon · Half 🗺️ Taxonomy Completionist (19) 🐣 Hot Topic Early Bird 🌍 Conference Polyglot · Silver
🏆
Keyword Champion
(2)
🚀
Conference Pioneer
Venues
Top co-authors
Research topics
Machine Learning
(6)
Artificial Intelligence
(4)
Bayesian & Probabilistic · Artificial Intelligence
(4)
Bayesian & Probabilistic · Machine Learning
(4)
Optimization & Theory
(4)
Mathematics & Optimization
(2)
Core Methods
(2)
Learning Types · Machine Learning
(2)
Optimization
(2)
Deep Learning
(1)
Knowledge & Reasoning
(1)
Learning Types · Deep Learning
(1)
Models
(1)
Reasoning
(1)
Representation
(1)
Keywords
bayesian network
(4)
probabilistic graphical model
(2)
probabilistic modeling
(2)
probabilistic inference
(2)
sum-product network
(2)
inference complexity
(2)
complexity analysis
(2)
combinatorial optimization
(2)
predictive inference
(1)
uncertainty estimation
(1)
predictive uncertainty
(1)
probabilistic logic program
(1)
chain graph
(1)
complexity class
(1)
deep probabilistic model
(1)
logical constraint
(1)
mixed integer linear program
(1)
inferential complexity
(1)
relational bayesian network
(1)
combination function
(1)
Papers
A Compositional Atlas for Algebraic Circuits
NeurIPS 2024
Learning probabilistic sentential decision diagrams under logic constraints by sampling and averaging
UAI 2021
Efficient Predictive Uncertainty Estimators for Deep Probabilistic Models
AAAI 2020
Two Reformulation Approaches to Maximum-A-Posteriori Inference in Sum-Product Networks
PGM 2020
The Finite Model Theory of Bayesian Networks: Descriptive Complexity
IJCAI 2018
Probabilistic Graphical Models Specified by Probabilistic Logic Programs: Semantics and Complexity
PGM 2016
The Effect of Combination Functions on the Complexity of Relational Bayesian Networks
PGM 2016
The Complexity of MAP Inference in Bayesian Networks Specified Through Logical Languages
IJCAI 2015
Approximation Algorithms for Max-Sum-Product Problems
IJCAI 2013