An Adaptive Sampling and Edge Detection Approach for Encoding Static Images for Spiking Neural Networks. - Peyton Chandarana; Junlin Ou; Ramtin Zand (IGSC (Workshops), 2021)

Energy-Efficient Deployment of Machine Learning Workloads on Neuromorphic Hardware. - Peyton Chandarana; Mohammadreza Mohammadi; James Seekings; Ramtin Zand (IGSC, 2022)

Static Hand Gesture Recognition for American Sign Language using Neuromorphic Hardware. - Mohammedreza Mohammadi; Peyton Chandarana; James Seekings; Sara Hendrix; Ramtin Zand (CoRR, 2022)

APTPU: Approximate Computing Based Tensor Processing Unit. - Mohammed E. Elbtity; Peyton Chandarana; Brendan Reidy; Jason Kamran Eshraghian; Ramtin Zand (IEEE Trans. Circuits Syst. I Regul. Pap., 2022)

Static hand gesture recognition for American sign language using neuromorphic hardware. - Mohammadreza Mohammadi; Peyton Chandarana; James Seekings; Sara Hendrix; Ramtin Zand (Neuromorph. Comput. Eng., 2022)

Towards Efficient Deployment of Hybrid SNNs on Neuromorphic and Edge AI Hardware. - James Seekings; Peyton Chandarana; Mahsa Ardakani; Mohammadreza Mohammadi; Ramtin Zand (ICONS, 2024)

Flex-TPU: A Flexible TPU with Runtime Reconfigurable Dataflow Architecture. - Mohammed E. Elbtity; Peyton Chandarana; Ramtin Zand (CoRR, 2024)

PIM-LLM: A High-Throughput Hybrid PIM Architecture for 1-bit LLMs. - Jinendra Malekar; Peyton Chandarana; Md Hasibul Amin; Mohammed E. Elbtity; Ramtin Zand (CoRR, 2025)