Michael Chertkov
9 papers · 2010–2018 · 4 conferences · across top CS/AI conferences
Achievements
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๐ฃ Hot Topic Early Bird ๐งญ Keyword Pioneer ๐ Conference Polyglot (4) ๐ Academic Marathon (8) ๐ Cross-Pollinator (13)
๐บ๏ธ
Taxonomy Completionist
(19)
๐
Interdisciplinary Bridge
๐งฌ
Topic Evolution
๐
Trend Setter
Conferences
NIPS (4)
JMLR (3)
AISTATS (1)
ICML (1)
Top co-authors
Keywords
partition function
(4)
belief propagation
(4)
approximate inference
(4)
graphical model
(4)
variational inference
(3)
ising model
(2)
loop calculus
(2)
planar graph
(2)
mini-bucket elimination
(2)
gauge transformation
(2)
probabilistic graphical model
(2)
model approximation
(1)
perfect matching
(1)
statistical physics
(1)
pairwise correlation
(1)
sampling algorithm
(1)
tensor network
(1)
fractional belief propagation
(1)
permanent computation
(1)
planar embedding
(1)
Papers
Gauged Mini-Bucket Elimination for Approximate Inference
AISTATS 2018
Bucket Renormalization for Approximate Inference
ICML 2018
Gauging Variational Inference
NIPS 2017
Learning Planar Ising Models
JMLR 2016
Synthesis of MCMC and Belief Propagation
NIPS 2016
Interaction Screening: Efficient and Sample-Optimal Learning of Ising Models
NIPS 2016
Minimum Weight Perfect Matching via Blossom Belief Propagation
NIPS 2015
Approximating the Permanent with Fractional Belief Propagation
JMLR 2013
Approximate Inference on Planar Graphs using Loop Calculus and Belief Propagation
JMLR 2010