Publications about 'Theoretical Neuroscience'

Books and proceedings

1. F. Bullo. Lectures on Neural Dynamics. Unpublished Manuscript, 2025. Keyword(s): Neural Networks, Theoretical Neuroscience. [bibtex-entry]

Thesis

1. S. Betteti. Associative Memory and Recurrent Neural Networks: A Dynamical Systems Approach. PhD thesis, Information Engineering Department, Università di Padova, Italy, February 2026. Keyword(s): Contraction Theory, Network Systems, Machine Learning, Neural Networks, Theoretical Neuroscience. [bibtex-entry]
2. V. Centorrino. Contracting Dynamics for Biologically Plausible Neural Networks and Optimization. PhD thesis, Modeling and Engineering Risk and Complexity, Scuola Superiore Meridionale, December 2024. Keyword(s): Contraction Theory, Network Systems, Machine Learning, Neural Networks, Theoretical Neuroscience. [bibtex-entry]

Articles in journal or book chapters

1. V. Centorrino, F. Bullo, and G. Russo. Similarity Matching Networks: Hebbian Learning and Convergence over Multiple Time Scales. Neural Computation, 38:725-764, 2026. Keyword(s): Neural Networks, Theoretical Neuroscience. [bibtex-entry]
2. S. Betteti, G. Baggio, F. Bullo, and S. Zampieri. Firing Rate Models as Associative Memory: Synaptic design for robust retrieval. Neural Computation, 37(10):1807--1838, 2025. Keyword(s): Neural Networks, Theoretical Neuroscience. [bibtex-entry]
3. S. Betteti, G. Baggio, F. Bullo, and S. Zampieri. Input-Driven Dynamics for Robust Memory Retrieval in Hopfield Networks. Science Advances, 11(17), 2025. Keyword(s): Neural Networks, Theoretical Neuroscience. [bibtex-entry]
4. S. Betteti and F. Bullo. Contraction and Concentration of Measures with Applications to Theoretical Neuroscience. Automatica, April 2025. Note: Submitted. Keyword(s): Contraction Theory, Theoretical Neuroscience. [bibtex-entry]
5. 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, Theoretical Neuroscience. [bibtex-entry]