Alexander Davydov
4 papers · 2021–2024 · 3 conferences · across top CS/AI conferences
Achievements
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π§
Keyword Pioneer
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Conference Polyglot
(3)
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Cross-Pollinator
(14)
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Interdisciplinary Bridge
πΊοΈ
Taxonomy Completionist
(11)
Conferences
NIPS (2)
JMLR (1)
L4DC (1)
Top co-authors
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)
non-euclidean space
(1)
neural network
(1)
neural contracting dynamics
(1)
fixed point equation
(1)
global guarantee
(1)
splitting method
(1)
Papers
Learning Neural Contracting Dynamics: Extended Linearization and Global Guarantees
NIPS 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
NIPS 2021