Francesco Bullo
7 papers · 2021–2024 · 5 conferences · across top CS/AI conferences
Achievements
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π Cross-Pollinator (14) π§ Keyword Pioneer π Conference Polyglot (5) π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (18)
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Keyword Champion
(3)
Conferences
NIPS (3)
AISTATS (1)
ICLR (1)
JMLR (1)
L4DC (1)
Top co-authors
Keywords
contraction theory
(3)
implicit neural network
(2)
lipschitz constant
(2)
adversarial robustness
(1)
stability analysis
(1)
optimal control
(1)
forward-backward splitting
(1)
network flow
(1)
implicit neural representation
(1)
optimization algorithm
(1)
dynamical system
(1)
recurrent neural network
(1)
physics-informed neural network
(1)
global stability
(1)
extended linearization
(1)
latent space
(1)
control theory
(1)
exponential convergence
(1)
nesterov acceleration
(1)
optimization flow
(1)
Papers
Learning Neural Contracting Dynamics: Extended Linearization and Global Guarantees
NIPS 2024
Non-Euclidean Monotone Operator Theory and Applications
JMLR 2024
A Contraction Theory Approach to Optimization Algorithms from Acceleration Flows
AISTATS 2022
Physics-Informed Implicit Representations of Equilibrium Network Flows
NIPS 2022
Robustness Certificates for Implicit Neural Networks: A Mixed Monotone Contractive Approach
L4DC 2022
Robust Implicit Networks via Non-Euclidean Contractions
NIPS 2021
Combining Physics and Machine Learning for Network Flow Estimation
ICLR 2021