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01/27/2022
On the Mitigation of Read Disturbances in Neuromorphic Inference Hardware
Non-Volatile Memory (NVM) cells are used in neuromorphic hardware to sto...
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06/16/2021
Improving Inference Lifetime of Neuromorphic Systems via Intelligent Synapse Mapping
Non-Volatile Memories (NVMs) such as Resistive RAM (RRAM) are used in ne...
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05/04/2021
NeuroXplorer 1.0: An Extensible Framework for Architectural Exploration with Spiking Neural Networks
Recently, both industry and academia have proposed many different neurom...
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03/22/2021
On the Role of System Software in Energy Management of Neuromorphic Computing
Neuromorphic computing systems such as DYNAPs and Loihi have recently be...
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03/22/2021
Special Session: Reliability Analysis for ML/AI Hardware
Artificial intelligence (AI) and Machine Learning (ML) are becoming perv...
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03/09/2021
Endurance-Aware Mapping of Spiking Neural Networks to Neuromorphic Hardware
Neuromorphic computing systems are embracing memristors to implement hig...
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10/09/2020
Thermal-Aware Compilation of Spiking Neural Networks to Neuromorphic Hardware
Hardware implementation of neuromorphic computing can significantly impr...
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09/26/2020