most citedEstimation of Energy-dissipation Lower-bounds for Neuromorphic Learning-in-memory

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cs.NE2025

Higher-Order Neuromorphic Ising Machines -- Autoencoders and Fowler-Nordheim Annealers are all you need for Scalability

Faiek Ahsan, Saptarshi Maiti, Zihao Chen +8

We report a higher-order neuromorphic Ising machine that exhibits superior scalability compared to architectures based on quadratization, while also achieving state-of-the-art qual…

cs.NE2025

ON-OFF Neuromorphic ISING Machines using Fowler-Nordheim Annealers

Zihao Chen, Zhili Xiao, Mahmoud Akl +17

We introduce NeuroSA, a neuromorphic architecture specifically designed to ensure asymptotic convergence to the ground state of an Ising problem using a Fowler-Nordheim quantum mec…