Michael Chertkov
9 papers · 2010–2018 · 4 venues · across top CS/AI venues
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Achievements
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🏃 Academic Marathon · Sprint 🐣 Hot Topic Early Bird 🌉 Interdisciplinary Bridge · Bronze 🌍 Conference Polyglot · Bronze 🗺️ Taxonomy Completionist (18)
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Topic Evolution
🏆
Keyword Champion
(2)
Venues
Top co-authors
Research topics
Keywords
approximate inference
(4)
partition function
(4)
graphical model
(4)
belief propagation
(4)
variational inference
(3)
planar graph
(2)
loop calculus
(2)
mini-bucket elimination
(2)
probabilistic graphical model
(2)
gauge transformation
(2)
ising model
(2)
approximation error
(1)
combinatorial optimization
(1)
model approximation
(1)
perfect matching
(1)
statistical physics
(1)
pairwise correlation
(1)
sampling algorithm
(1)
tensor network
(1)
minimum weight matching
(1)
Papers
Bucket Renormalization for Approximate Inference
ICML 2018
Gauged Mini-Bucket Elimination for Approximate Inference
AISTATS 2018
Gauging Variational Inference
NeurIPS 2017
Interaction Screening: Efficient and Sample-Optimal Learning of Ising Models
NeurIPS 2016
Learning Planar Ising Models
JMLR 2016
Synthesis of MCMC and Belief Propagation
NeurIPS 2016
Minimum Weight Perfect Matching via Blossom Belief Propagation
NeurIPS 2015
Approximating the Permanent with Fractional Belief Propagation
JMLR 2013
Approximate Inference on Planar Graphs using Loop Calculus and Belief Propagation
JMLR 2010