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06/27/2023
SparseOptimizer: Sparsify Language Models through Moreau-Yosida Regularization and Accelerate via Compiler Co-design
This paper introduces SparseOptimizer, a novel deep learning optimizer t...
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05/30/2022
Zero-Shot and Few-Shot Learning for Lung Cancer Multi-Label Classification using Vision Transformer
Lung cancer is the leading cause of cancer-related death worldwide. Lung...
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12/16/2021
Sim2Real Docs: Domain Randomization for Documents in Natural Scenes using Ray-traced Rendering
In the past, computer vision systems for digitized documents could rely ...
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06/16/2021
Algorithm to Compilation Co-design: An Integrated View of Neural Network Sparsity
Reducing computation cost, inference latency, and memory footprint of ne...
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01/20/2020
An Image Enhancing Pattern-based Sparsity for Real-time Inference on Mobile Devices
Weight pruning has been widely acknowledged as a straightforward and eff...
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09/27/2019
Reweighted Proximal Pruning for Large-Scale Language Representation
Recently, pre-trained language representation flourishes as the mainstay...
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09/06/2019
