Search Results for author: Afzal Ahmad

Found 2 papers, 1 papers with code

Accel-NASBench: Sustainable Benchmarking for Accelerator-Aware NAS

1 code implementation9 Apr 2024 Afzal Ahmad, Linfeng Du, Zhiyao Xie, Wei zhang

We present a technique that allows searching for training proxies that reduce the cost of benchmark construction by significant margins, making it possible to construct realistic NAS benchmarks for large-scale datasets.

Benchmarking Neural Architecture Search

Towards Design Space Exploration and Optimization of Fast Algorithms for Convolutional Neural Networks (CNNs) on FPGAs

no code implementations5 Mar 2019 Afzal Ahmad, Muhammad Adeel Pasha

We also design a pipelined and parallel Winograd convolution engine that improves the throughput and power-efficiency while reducing the computational complexity of the overall system.

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