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05/19/2022
A Hardware-Aware Framework for Accelerating Neural Architecture Search Across Modalities
Recent advances in Neural Architecture Search (NAS) such as one-shot NAS...
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02/25/2022
A Hardware-Aware System for Accelerating Deep Neural Network Optimization
Recent advances in Neural Architecture Search (NAS) which extract specia...
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02/25/2022
Accelerating Neural Architecture Exploration Across Modalities Using Genetic Algorithms
Neural architecture search (NAS), the study of automating the discovery ...
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02/24/2022
TrimBERT: Tailoring BERT for Trade-offs
Models based on BERT have been extremely successful in solving a variety...
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12/22/2020
Undivided Attention: Are Intermediate Layers Necessary for BERT?
In recent times, BERT-based models have been extremely successful in sol...
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12/17/2020
Attention-based Image Upsampling
Convolutional layers are an integral part of many deep neural network so...
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04/19/2019
Compact Scene Graphs for Layout Composition and Patch Retrieval
Structured representations such as scene graphs serve as an efficient an...
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04/18/2018
Fast Weight Long Short-Term Memory
Associative memory using fast weights is a short-term memory mechanism t...
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10/06/2016