Umut Simsekli
49 papers
· 2011–2025
· 7 conferences
· across top CS/AI conferences
Achievements
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Conference Polyglot
(7)
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Cross-Pollinator
(12)
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Hot Topic Early Bird
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Renaissance Researcher
(5)
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Interdisciplinary Bridge
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Academic Marathon
(14)
πΊοΈ
Taxonomy Completionist
(11)
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Keyword Pioneer
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Conference Loyalist
(24)
π€
Dynamic Duo
(10)
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Deep Specialist
(16)
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Keyword Champion
(3)
π₯
Unstoppable
(10)
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Conference Pioneer
β‘
Prolific Year
(6)
ποΈ
Keyword Collector
(173)
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Century Club
(49)
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Trend Setter
Conferences
NIPS (24)
ICML (17)
COLT (2)
CVPR (2)
JMLR (2)
ALT (1)
ICLR (1)
Top co-authors
Keywords
stochastic gradient descent
(17)
generalization bound
(13)
neural network
(6)
stochastic differential equation
(6)
markov chain monte carlo
(6)
wasserstein distance
(6)
heavy-tailed distribution
(6)
optimal transport
(5)
langevin dynamics
(5)
neural network optimization
(4)
stochastic gradient
(4)
heavy-tailed noise
(4)
fractal dimension
(4)
non-convex optimization
(4)
generative modeling
(3)
alpha-stable distribution
(3)
topological data analysis
(3)
mutual information
(3)
random projection
(2)
bayesian inference
(2)
Papers
The Heavy-Tail Phenomenon in SGD
ICML 2021
Generalized Sliced Wasserstein Distances
NIPS 2019
Generalised Coupled Tensor Factorisation
NIPS 2011