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LAMP: Label Augmented Multimodal Pretraining
Multi-modal representation learning by pretraining has become an increas...
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Learning Power Control for Cellular Systems with Heterogeneous Graph Neural Network
Optimizing power control in multi-cell cellular networks with deep learn...
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Spherical Knowledge Distillation
Knowledge distillation aims at obtaining a small but effective deep mode...
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MusiCoder: A Universal Music-Acoustic Encoder Based on Transformers
Music annotation has always been one of the critical topics in the field...
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Darwin's Neural Network: AI-based Strategies for Rapid and Scalable Cell and Coronavirus Screening
Recent advances in the interdisciplinary scientific field of machine per...
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Intrinsic and Extrinsic Approximation of Koopman Operators over Manifolds
This paper derives rates of convergence of certain approximations of the...
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Constructing Deep Neural Networks with a Priori Knowledge of Wireless Tasks
Deep neural networks (DNNs) have been employed for designing wireless sy...
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Substituting Gadolinium in Brain MRI Using DeepContrast
Cerebral blood volume (CBV) is a hemodynamic correlate of oxygen metabol...
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Segmentation with Residual Attention U-Net and an Edge-Enhancement Approach Preserves Cell Shape Features
The ability to extrapolate gene expression dynamics in living single cel...
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Calcaneus Radiograph Analysis System: Calcaneal Angles Measurement and Fracture Identification
Calcaneus is the largest tarsal bone designed to withstand the daily str...
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Structure of Deep Neural Networks with a Priori Information in Wireless Tasks
Deep neural networks (DNNs) have been employed for designing wireless ne...
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Evolutionary Trigger Set Generation for DNN Black-Box Watermarking
The commercialization of deep learning creates a compelling need for int...
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RetinaFace: Single-stage Dense Face Localisation in the Wild
Though tremendous strides have been made in uncontrolled face detection,...
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Stacked Dense U-Nets with Dual Transformers for Robust Face Alignment
Facial landmark localisation in images captured in-the-wild is an import...
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Global Norm-Aware Pooling for Pose-Robust Face Recognition at Low False Positive Rate
In this paper, we propose a novel Global Norm-Aware Pooling (GNAP) block...
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Exploiting Residual Resources to Support High Throughput with Resource Allocation
Residual radio resources are abundant in wireless networks due to dynami...
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ArcFace: Additive Angular Margin Loss for Deep Face Recognition
Convolutional neural networks have significantly boosted the performance...
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