Alexander Davydov
4 papers · 2021–2024 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(11)
Venues
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Research topics
Keywords
lipschitz constant
(2)
contraction theory
(2)
implicit neural network
(2)
stability analysis
(1)
optimal control
(1)
forward-backward splitting
(1)
dynamical system
(1)
recurrent neural network
(1)
global stability
(1)
extended linearization
(1)
latent space
(1)
control theory
(1)
robustness verification
(1)
exponential stability
(1)
fixed-point equation
(1)
non-euclidean space
(1)
neural network
(1)
neural contracting dynamics
(1)
global guarantee
(1)
splitting method
(1)
Papers
Learning Neural Contracting Dynamics: Extended Linearization and Global Guarantees
NeurIPS 2024
Non-Euclidean Monotone Operator Theory and Applications
JMLR 2024
Robustness Certificates for Implicit Neural Networks: A Mixed Monotone Contractive Approach
L4DC 2022
Robust Implicit Networks via Non-Euclidean Contractions
NeurIPS 2021