$NRN neuron

Latest papers

1. Topological Dynamics Under Non-Stationary Supervision: Persistent Homology of Neural Network Weight Evolution cs.AI · 10 Nov · 1 hit

   We investigate how the persistent topology of neuron- weight point clouds evolves under stable and non-stationary supervision. An identical multilayer…

2. Similar visual tuning conceals different recovery dynamics in a model of macaque V1 q-bio.NC · 10 Nov · 1 hit

   …address this limitation, we extend a multiscale approach in which responses of small populations of spiking neurons are computed in advance and reused across a larger cortical circuit. In particular, we approximate…

3. A Functional Preservation Score for Auditing Connectome Operations: Compression, Alignment, Transport, and Local-Rule Writing cs.NE · 10 Nov · 1 hit

   …because heavy-tailed integer synaptic weights round to zero, while mixed-precision protection of hub neurons lowers these floors to about 27%/32%. Decoded hippocampal replay sequences compress heavily yet…

4. Lightweight Deep Learning Framework for Astrocyte-Centric 3D Reconstruction across Normal and Stress-associated Ultrastructural States cs.CV · 10 Nov · 1 hit

   …a scalable and accessible platform for large-scale astrocyte ultrastructure analysis and future astrocyte-neuron interaction studies.

5. A probabilistic model of visual segmentation explains early visual cortical dynamics q-bio.NC · 09 Nov · 2 hits

   …long been used by models that successfully predict firing in early visual cortex; those models assume that neurons represent inferences about latent image features, but often ignore the dynamics of said inference.…

6. Proportional Neuro-Impulsive Control of SISO LTI Systems eess.SY · 09 Nov · 2 hits

   …spike-based, and impulsive control systems. The controller consists of a single integrate-and-fire-like neuron that generates an input proportional to the system output when the neuron variable reaches a…

7. Evidence or Marginal? What Moment-Vector Propagation Computes in Polynomial Density Neurons cs.LG · 09 Nov · 5 hits

   When a neuron's input is lost, or known through a belief $q$, what should it output? For a neuron storing a joint…

8. TSFFormer: A Frequency-Domain Spike Transformer for Green Human Activity Recognition cs.LG · 09 Nov · 1 hit

   …While Spiking Neural Networks (SNNs) offer ultra-low power, existing ones face spatial blind spots, rigid neurons, and gradient degradation. To address these, we propose TSFFormer, a purely spiking Fourier…