Search Results for author: Pouya Houshmand

Found 2 papers, 1 papers with code

Analog or Digital In-memory Computing? Benchmarking through Quantitative Modeling

1 code implementation23 May 2024 Jiacong Sun, Pouya Houshmand, Marian Verhelst

In-Memory Computing (IMC) has emerged as a promising paradigm for energy-efficient, throughput-efficient and area-efficient machine learning at the edge.

Benchmarking

ZigZag: A Memory-Centric Rapid DNN Accelerator Design Space Exploration Framework

no code implementations22 Jul 2020 Linyan Mei, Pouya Houshmand, Vikram Jain, Sebastian Giraldo, Marian Verhelst

This work introduces ZigZag, a memory-centric rapid DNN accelerator DSE framework which extends the DSE with uneven mapping opportunities, in which operands at shared memory levels are no longer bound to use the same memory levels for each loop index.

Distributed, Parallel, and Cluster Computing C.1.4; C.3; C.4

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