Vladimir Kolmogorov
13 papers · 2007–2023 · 7 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (26) π Academic Marathon Β· Full π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Gold π£ Hot Topic Early Bird
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Topic Pioneer
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Keyword Champion
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Keyword Pioneer
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Century Club Β· Bronze
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Renaissance Researcher
(6)
ποΈ
Keyword Collector
(76)
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Conference Pioneer
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Trend Setter
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Research topics
Mathematics & Optimization
(10)
Machine Learning
(9)
Optimization
(9)
Optimization & Theory
(8)
Core Methods
(7)
Mathematics
(4)
Computer Vision
(3)
Computer Science
(2)
Bayesian & Probabilistic
(2)
Processing
(2)
Artificial Intelligence
(1)
Data Science & Analytics
(1)
Deep Learning
(1)
Knowledge & Reasoning
(1)
Analysis
(1)
Keywords
frank-wolfe algorithm
(3)
convex optimization
(3)
convex relaxation
(3)
graphical model
(3)
energy minimization
(3)
markov random field
(3)
combinatorial optimization
(3)
linear programming relaxation
(2)
graph cut
(2)
structured prediction
(2)
stereo matching
(2)
partition function
(2)
map inference
(2)
quadratic programming
(2)
optimization algorithm
(2)
map estimation
(2)
importance sampling
(1)
sequence labeling
(1)
markov chain monte carlo
(1)
human pose estimation
(1)
Papers
Solving Relaxations of MAP-MRF Problems: Combinatorial In-Face Frank-Wolfe Directions
CVPR 2023
One-sided Frank-Wolfe algorithms for saddle problems
ICML 2021
MAP Inference via Block-Coordinate Frank-Wolfe Algorithm
CVPR 2019
A Faster Approximation Algorithm for the Gibbs Partition Function
COLT 2018
Efficient Optimization for Rank-Based Loss Functions
CVPR 2018
A Multi-Plane Block-Coordinate Frank-Wolfe Algorithm for Training Structural SVMs With a Costly Max-Oracle
CVPR 2015
Computing the M Most Probable Modes of a Graphical Model
AISTATS 2013
Inference algorithms for pattern-based CRFs on sequence data
ICML 2013
Partial Enumeration and Curvature Regularization
ICCV 2013
Potts Model, Parametric Maxflow and K-Submodular Functions
ICCV 2013
Generalized roof duality and bisubmodular functions
NeurIPS 2010
An Analysis of Convex Relaxations for MAP Estimation of Discrete MRFs
JMLR 2009
An Analysis of Convex Relaxations for MAP Estimation
NeurIPS 2007