Guido F. Montufar
6 papers · 2011–2022 · 1 venue · across top CS/AI venues
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Achievements
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π£ Hot Topic Early Bird π Interdisciplinary Bridge Β· Gold π Academic Marathon Β· Half πΊοΈ Taxonomy Completionist (16) π Keyword Trendsetter Combo (3)
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Keyword Pioneer
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Trend Setter
Venues
Top co-authors
Research topics
Machine Learning
(6)
Deep Learning
(4)
Core Methods
(4)
Optimization & Theory Β· Machine Learning
(4)
Architectures
(3)
Optimization & Theory Β· Deep Learning
(3)
Artificial Intelligence
(2)
Core AI
(2)
Computer Vision
(1)
Data Science & Analytics
(1)
Mathematics & Optimization
(1)
Analysis
(1)
Bayesian & Probabilistic
(1)
Mathematics
(1)
Methods
(1)
Keywords
maxout network
(2)
neural tangent kernel
(1)
probabilistic modeling
(1)
shape analysis
(1)
deep learning theory
(1)
point cloud
(1)
topological data analysis
(1)
function space
(1)
message passing
(1)
probability distribution
(1)
kullback-leibler divergence
(1)
weisfeiler-lehman test
(1)
fisher information matrix
(1)
approximation error
(1)
expressive power
(1)
expressivity
(1)
persistent homology
(1)
complexity bound
(1)
generative model
(1)
generalization bound
(1)
Papers
On the Effectiveness of Persistent Homology
NeurIPS 2022
Spectral Bias Outside the Training Set for Deep Networks in the Kernel Regime
NeurIPS 2022
On the Expected Complexity of Maxout Networks
NeurIPS 2021
Weisfeiler and Lehman Go Cellular: CW Networks
NeurIPS 2021
On the Number of Linear Regions of Deep Neural Networks
NeurIPS 2014
Expressive Power and Approximation Errors of Restricted Boltzmann Machines
NeurIPS 2011