Ulya R. Karpuzcu

Breaking Local-Minimum Traps in Spiking Neural Network-Based Solvers for Constraint Satisfaction Problems via Parallel Tempering

Abstract Spiking neural networks (SNNs) with stochastic neurons provide a biologically grounded substrate for solving constraint satisfaction problems (CSPs): connectivity encodes constraints, while spike dynamics support probabilistic search. However, fixed-temperature dynamics...