Joachim Buhmann
8 papers · 2005–2022 · 3 venues · across top CS/AI venues
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Achievements
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π Interdisciplinary Bridge Β· Bronze π Academic Marathon Β· Full πΊοΈ Taxonomy Completionist (16) π£ Hot Topic Early Bird π Conference Polyglot Β· Bronze
π§
Keyword Pioneer
π
Conference Pioneer
Venues
Top co-authors
Research topics
Mathematics & Optimization
(4)
Machine Learning
(3)
Optimization
(3)
Artificial Intelligence
(2)
Bayesian & Probabilistic Β· Artificial Intelligence
(2)
Optimization & Theory
(2)
Computer Vision
(1)
Deep Learning
(1)
Analysis
(1)
Bayesian & Probabilistic Β· Machine Learning
(1)
Core Methods
(1)
Mathematics
(1)
Models
(1)
Processing
(1)
Keywords
double greedy
(2)
submodular function
(2)
submodular optimization
(2)
robust optimization
(1)
non-convex optimization
(1)
probabilistic modeling
(1)
variational inference
(1)
object detection
(1)
instance segmentation
(1)
community detection
(1)
computational complexity
(1)
continuous optimization
(1)
multiple instance learning
(1)
message passing
(1)
concave-convex procedure
(1)
image processing
(1)
support vector machine
(1)
probabilistic model
(1)
graphical model
(1)
phase transition
(1)
Papers
Statistical and computational thresholds for the planted k-densest sub-hypergraph problem
AISTATS 2022
From Sets to Multisets: Provable Variational Inference for Probabilistic Integer Submodular Models
ICML 2020
Instance Segmentation for the Quantification of Microplastic Fiber Images
WACV 2020
Optimal Continuous DR-Submodular Maximization and Applications to Provable Mean Field Inference
ICML 2019
Guaranteed Non-convex Optimization: Submodular Maximization over Continuous Domains
AISTATS 2017
Ellipsoidal Multiple Instance Learning
ICML 2013
Spanning Tree Approximations for Conditional Random Fields
AISTATS 2005
Structure Identification by Optimized Interventions
AISTATS 2005