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Publications of V. Centorrino
Articles in journal, book chapters
V. Centorrino
,
F. Bullo
, and
G. Russo
.
Modelling and Contractivity of Neural-Synaptic Networks with Hebbian Learning
.
Automatica
, 164:111636, 2024.
Keyword(s):
Contraction Theory
,
Neural Networks
. [
bibtex-entry
]
V. Centorrino
,
A. Davydov
,
A. Gokhale
,
G. Russo
, and
F. Bullo
.
On Weakly Contracting Dynamics for Convex Optimization
.
IEEE Control Systems Letters
, 8:1745-1750, 2024.
Keyword(s):
Contraction Theory
,
Neural Networks
. [
bibtex-entry
]
V. Centorrino
,
A. Gokhale
,
A. Davydov
,
G. Russo
, and
F. Bullo
.
Positive Competitive Networks for Sparse Reconstruction
.
Neural Computation
, 36(6):1163–1197, 2024.
Keyword(s):
Contraction Theory
,
Neural Networks
. [
bibtex-entry
]
V. Centorrino
,
A. Gokhale
,
A. Davydov
,
G. Russo
, and
F. Bullo
.
Euclidean Contractivity of Neural Networks with Symmetric Weights
.
IEEE Control Systems Letters
, 7:1724-1729, 2023.
Keyword(s):
Contraction Theory
,
Neural Networks
. [
bibtex-entry
]
A. Davydov
,
V. Centorrino
,
A. Gokhale
,
G. Russo
, and
F. Bullo
.
Time-Varying Convex Optimization: A Contraction and Equilibrium Tracking Approach
.
IEEE Transactions on Automatic Control
, June 2023. Note: Submitted.
Keyword(s):
Contraction Theory
. [
bibtex-entry
]
Conference articles
V. Centorrino
,
A. Gokhale
,
A. Davydov
,
G. Russo
, and
F. Bullo
.
Biologically Plausible Neural Networks for Sparse Reconstruction: A Normative Framework
. In
Workshop “Mathematics for Artificial Intelligence and Machine Learning”
, Milan, Italy, january 2024. Note: Oral Presentation. Keyword(s):
Contraction Theory
,
Neural Networks
. [
bibtex-entry
]
V. Centorrino
,
A. Gokhale
,
A. Davydov
,
G. Russo
, and
F. Bullo
.
Towards a Top/Down Normative Framework for a Biologically Plausible Explanation of Neural Circuits: Application to Sparse Reconstruction Problems
. In
5th International Convention on the Mathematics of Neuroscience and AI
, Rome, Italy, May 2024. Keyword(s):
Contraction Theory
,
Neural Networks
. [
bibtex-entry
]
V. Centorrino
,
A. Gokhale
,
A. Davydov
,
G. Russo
, and
F. Bullo
.
Contractivity of Symmetric Neural Networks for Non-negative Sparse Approximation
. In
CCS/Italy 2023 Italian Regional Conference on Complex Systems
, Naples, Italy, october 2023. Note: Poster Presentation. Keyword(s):
Contraction Theory
,
Neural Networks
. [
bibtex-entry
]
V. Centorrino
,
F. Bullo
, and
G. Russo
.
Contraction Analysis of Hopfield Neural Networks with Hebbian Learning
. In
IEEE Conf. on Decision and Control
, Cancun, Mexico, December 2022.
Keyword(s):
Contraction Theory
,
Neural Networks
. [
bibtex-entry
]
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