Path integral approach to random neural networks

• Strong and localized recurrence controls the dimensionality of neural activity across brain areas

  2026 Nature Neuroscience article Neuroscience Neural dynamics and brain function Open access

  22

  citations
• Fixed point geometry in chaotic neural networks

  2025 Physical Review Research article Physics and Astronomy Chaos control and synchronization Open access

  6

  citations
• Effect of Synaptic Heterogeneity on Neuronal Coordination

  2024 PRX Life article Neuroscience Neural dynamics and brain function Open access

  8

  citations
• Decomposing neural networks as mappings of correlation functions

  2022 Physical Review Research article Computer Science Neural Networks and Applications Open access

  12

  citations
• Unified field theoretical approach to deep and recurrent neuronal networks

  2022 Journal of Statistical Mechanics Theory and Experiment article Computer Science Gaussian Processes and Bayesian Inference Open access

  17

  citations
• Large-Deviation Approach to Random Recurrent Neuronal Networks: Parameter Inference and Fluctuation-Induced Transitions

  2021 Physical Review Letters article Neuroscience Neural dynamics and brain function Open access

  18

  citations
• Transient Chaotic Dimensionality Expansion by Recurrent Networks

  2021 Physical Review X article Computer Science Neural Networks and Reservoir Computing Open access

  27

  citations
• Self-consistent formulations for stochastic nonlinear neuronal dynamics

  2020 Physical review. E article Physics and Astronomy stochastic dynamics and bifurcation Open access

  15

  citations
• Dynamic Mean-Field Theory for Random Networks

  2020 Lecture notes in physics book-chapter Physics and Astronomy Theoretical and Computational Physics

  0

  citations

9 results