Denis Deratani Mauรก
9 papers · 2013–2024 · 5 conferences · across top CS/AI conferences
Achievements
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๐บ๏ธ Taxonomy Completionist (17) ๐ Interdisciplinary Bridge ๐ Cross-Pollinator (13) ๐ Renaissance Researcher (5) ๐งญ Keyword Pioneer
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Hot Topic Early Bird
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Conference Polyglot
(5)
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Academic Marathon
(11)
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Trend Setter
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Conference Pioneer
Conferences
IJCAI (3)
PGM (3)
AAAI (1)
NIPS (1)
UAI (1)
Top co-authors
Keywords
bayesian network
(3)
probabilistic modeling
(2)
probabilistic inference
(2)
combinatorial optimization
(2)
complexity analysis
(2)
probabilistic graphical model
(2)
sum-product network
(2)
inference complexity
(2)
first-order logic
(1)
uncertainty quantification
(1)
probabilistic model
(1)
algebraic circuit
(1)
predictive inference
(1)
uncertainty estimation
(1)
sum-product structure
(1)
predictive uncertainty
(1)
causal backdoor adjustment
(1)
probabilistic logic program
(1)
chain graph
(1)
maximum-a-posteriori inference
(1)
Papers
A Compositional Atlas for Algebraic Circuits
NIPS 2024
Learning probabilistic sentential decision diagrams under logic constraints by sampling and averaging
UAI 2021
Two Reformulation Approaches to Maximum-A-Posteriori Inference in Sum-Product Networks
PGM 2020
Efficient Predictive Uncertainty Estimators for Deep Probabilistic Models
AAAI 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