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Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges

The last decade has witnessed an experimental revolution in data science...
04/27/2021 ∙ by Michael M. Bronstein, et al. ∙ 286 ∙ share

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DeepfakeUCL: Deepfake Detection via Unsupervised Contrastive Learning

Face deepfake detection has seen impressive results recently. Nearly all...
04/23/2021 ∙ by Sheldon Fung, et al. ∙ 268 ∙ share

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Synthetic Data for Model Selection

Recent improvements in synthetic data generation make it possible to pro...
05/03/2021 ∙ by Matan Fintz, et al. ∙ 194 ∙ share

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Deep learning with self-supervision and uncertainty regularization to count fish in underwater images

Effective conservation actions require effective population monitoring. ...
04/30/2021 ∙ by Penny Tarling, et al. ∙ 140 ∙ share

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AirMixML: Over-the-Air Data Mixup for Inherently Privacy-Preserving Edge Machine Learning

Wireless channels can be inherently privacy-preserving by distorting the...
05/02/2021 ∙ by Yusuke Koda, et al. ∙ 123 ∙ share

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MathBERT: A Pre-Trained Model for Mathematical Formula Understanding

Large-scale pre-trained models like BERT, have obtained a great success ...
05/02/2021 ∙ by Shuai Peng, et al. ∙ 105 ∙ share

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PyTorch Tabular: A Framework for Deep Learning with Tabular Data

In spite of showing unreasonable effectiveness in modalities like Text a...
04/28/2021 ∙ by Manu Joseph, et al. ∙ 101 ∙ share

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DeepSMOTE: Fusing Deep Learning and SMOTE for Imbalanced Data

Despite over two decades of progress, imbalanced data is still considere...
05/05/2021 ∙ by Damien Dablain, et al. ∙ 99 ∙ share

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3D-TalkEmo: Learning to Synthesize 3D Emotional Talking Head

Impressive progress has been made in audio-driven 3D facial animation re...
04/25/2021 ∙ by Qianyun Wang, et al. ∙ 93 ∙ share

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Deep physical neural networks enabled by a backpropagation algorithm for arbitrary physical systems

Deep neural networks have become a pervasive tool in science and enginee...
04/27/2021 ∙ by Logan G. Wright, et al. ∙ 77 ∙ share

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Synthetic 3D Data Generation Pipeline for Geometric Deep Learning in Architecture

With the growing interest in deep learning algorithms and computational ...
04/26/2021 ∙ by Stanislava Fedorova, et al. ∙ 75 ∙ share

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