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06/30/2022
QUIDAM: A Framework for Quantization-Aware DNN Accelerator and Model Co-Exploration
As the machine learning and systems communities strive to achieve higher...
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06/27/2022
Efficient Deep Learning Using Non-Volatile Memory Technology
Embedded machine learning (ML) systems have now become the dominant plat...
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05/20/2022
QADAM: Quantization-Aware DNN Accelerator Modeling for Pareto-Optimality
As the machine learning and systems communities strive to achieve higher...
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05/17/2022
QAPPA: Quantization-Aware Power, Performance, and Area Modeling of DNN Accelerators
As the machine learning and systems community strives to achieve higher ...
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12/08/2020
DeepNVM++: Cross-Layer Modeling and Optimization Framework of Non-Volatile Memories for Deep Learning
Non-volatile memory (NVM) technologies such as spin-transfer torque magn...
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12/08/2020