Search Results for author: Peyman Rostami

Found 2 papers, 0 papers with code

Hardware Aware Evolutionary Neural Architecture Search using Representation Similarity Metric

no code implementations7 Nov 2023 Nilotpal Sinha, Abd El Rahman Shabayek, Anis Kacem, Peyman Rostami, Carl Shneider, Djamila Aouada

Our approach re-frames the neural architecture search problem as finding an architecture with performance similar to that of a reference model for a target hardware, while adhering to a cost constraint for that hardware.

Hardware Aware Neural Architecture Search Neural Architecture Search

Impact of Disentanglement on Pruning Neural Networks

no code implementations19 Jul 2023 Carl Shneider, Peyman Rostami, Anis Kacem, Nilotpal Sinha, Abd El Rahman Shabayek, Djamila Aouada

Deploying deep learning neural networks on edge devices, to accomplish task specific objectives in the real-world, requires a reduction in their memory footprint, power consumption, and latency.

Disentanglement Model Compression

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