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FP-NAS: Fast Probabilistic Neural Architecture Search
Differential Neural Architecture Search (NAS) requires all layer choices...
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Fully Dynamic Inference with Deep Neural Networks
Modern deep neural networks are powerful and widely applicable models th...
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Visual Transformers: Token-based Image Representation and Processing for Computer Vision
Computer vision has achieved great success using standardized image repr...
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FBNetV3: Joint Architecture-Recipe Search using Neural Acquisition Function
Neural Architecture Search (NAS) yields state-of-the-art neural networks...
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FBNetV2: Differentiable Neural Architecture Search for Spatial and Channel Dimensions
Differentiable Neural Architecture Search (DNAS) has demonstrated great ...
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STEERAGE: Synthesis of Neural Networks Using Architecture Search and Grow-and-Prune Methods
Neural networks (NNs) have been successfully deployed in many applicatio...
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DiabDeep: Pervasive Diabetes Diagnosis based on Wearable Medical Sensors and Efficient Neural Networks
Diabetes impacts the quality of life of millions of people. However, dia...
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Incremental Learning Using a Grow-and-Prune Paradigm with Efficient Neural Networks
Deep neural networks (DNNs) have become a widely deployed model for nume...
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ChamNet: Towards Efficient Network Design through Platform-Aware Model Adaptation
This paper proposes an efficient neural network (NN) architecture design...
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FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search
Designing accurate and efficient ConvNets for mobile devices is challeng...
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Grow and Prune Compact, Fast, and Accurate LSTMs
Long short-term memory (LSTM) has been widely used for sequential data m...
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Grow and Prune Compact, Fast, and AccurateLSTMs
Long short-term memory (LSTM) has been widely used for sequential data m...
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PinMe: Tracking a Smartphone User around the World
With the pervasive use of smartphones that sense, collect, and process v...
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NeST: A Neural Network Synthesis Tool Based on a Grow-and-Prune Paradigm
Neural networks (NNs) have begun to have a pervasive impact on various a...
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