14 citations · 18 across the 5 of their papers we have counts for
7 papers
Dynamic Powergrid Optimization with FPGA-based Neuromorphic Higher-order Ising Machines
Saptarshi Maiti, Shantanu Chakrabartty, Chetan Singh Thakur
The advent of large, high-density FPGAs such as the AMD Versal enables efficient hardware implementation of neuromorphic Ising machines, unlocking unprecedented performance for com…
Noise-shaped Sampling and Annealing for Scalable On-the-edge Training of Binary and Ternary AI Models
Zihao Chen, Zhili Xiao, Rui-Jie Zhu +3
The training loss of binary and ternary neural networks, expanded as a multilinear polynomial over the discrete weights, is structurally equivalent to the energy of a hierarchical…
Maximum-Entropy Analog Computing Approaching ExaOPS-per-Watt Energy-efficiency at the RF-Edge
Aswin Undavalli, Kareem Rashed, Zhili Xiao +3
In this paper, we demonstrate how the physics of entropy production, when combined with symmetry constraints, can be used for implementing high-performance and energy-efficient ana…
When Routers, Switches and Interconnects Compute: A processing-in-interconnect Paradigm for Scalable Neuromorphic AI
Madhuvanthi Srivatsav, Chiranjib Bhattacharyya, Shantanu Chakrabartty +1
Routing, switching, and the interconnect fabric are essential components in implementing large-scale neuromorphic computing architectures. While this fabric plays only a supporting…
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…
3D E-textile for Exercise Physiology and Clinical Maternal Health Monitoring
Junyi Zhao, Chansoo Kim, Weilun Li +5
Electronic textiles (E-textiles) offer great wearing comfort and unobtrusiveness, thus holding potential for next-generation health monitoring wearables. However, the practical imp…
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…