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Parham Noorzad

2 accepted papers

2023

Composite Slice Transformer: An Efficient Transformer with Composition of Multi-Scale Multi-Range Attentions

ICLR 2023poster

Since the introduction of Transformers, researchers have tackled the notoriously expensive quadratic complexity problem. While significant computational efficiency improvements have been achieved, they come at the cost of reduced accuracy trade-offs. In this paper, we propose Composite Slice Transf…

Cited by 2SourcePDFScholar
2021

Distilling Optimal Neural Networks: Rapid Search in Diverse Spaces

ICCV 2021poster

Current state-of-the-art Neural Architecture Search (NAS) methods neither efficiently scale to many hardware platforms nor handle diverse architectural search-spaces. To remedy this, we present DONNA (Distilling Optimal Neural Network Architectures), a novel pipeline for rapid, scalable and diverse…

Cited by 48PDFScholar