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Contrastive Representation Learning

The goal of contrastive representation learning is to learn such an embedding space in which similar sample pairs stay close to each other while dissimilar ones are far apart. Contrastive learning can be applied to both supervised and unsupervised settings. When working with unsupervised data, contrastive learning is one of the most powerful approaches in self-supervised learning.
Contrastive Training Objectives In early versions of loss functions for contrastive learning, only one positive and one negative sample are involved. ....

Prannay Khosla , Wang Isola , Salakhutdinov Hinton , Jason Wei , Ekind Cubuk , Lajanugen Logeswaran , Phillip Isola , Dmitry Kalenichenko , Tianyu Gao , Yazhe Li Oriol Vinyals , Joshua Robinson , Logeswaran Lee , Ching Yao Chuang , Monte Carlo , Geoffrey Hinton , Mathilde Caron , Florian Schroff , Iryna Gurevych , Geoff Hinton , Cutmix Yun , Nicolas Papernot , Aapo Hyv , Bohan Li , Dinghan Shen , Sumit Chopra , Wei Zou ,

BeiDou boosts tech support in Chinese smartphone industry

© Provided by Xinhua BEIJING, April 20 (Xinhua) China-developed BeiDou Navigation Satellite System (BDS) is boosting the country mobile phone indust ....

National Development , Reform Commission , China Satellite Navigation Office , Beidou Navigation Satellite System , China Satellite Navigation , Short Message , The Country , Based Augmentation ,

China's BeiDou enters new phase of stable services, rapid development

BEIJING, March 11 (Xinhua) China BeiDou Navigation Satellite System (BDS) has entered a new phase of sustained stable services and rapid development, accordi ....

China Satellite Navigation Office On , Beidou Navigation Satellite System , China Satellite Navigation Office , Has Been , Message Communication , The Asia , Based Augmentation ,

China develops complete BDS industrial chain

© Provided by Xinhua BEIJING, Dec. 22 (Xinhua) China has developed a complete industrial chain of the BeiDou Navigation Satellite System (BDS), acco ....

United States , Galileo Of The European Union , China Satellite Navigation Office , Beidou Navigation Satellite System , European Union , Message Communication , Mp Copy Provided , Omplete Bds , Based Augmentation ,

China develops complete BDS industrial chain

© Provided by Xinhua BEIJING, Dec. 22 (Xinhua) China has developed a complete industrial chain of the BeiDou Navigation Satellite System (BDS), acco ....

United States , Galileo Of The European Union , China Satellite Navigation Office , Beidou Navigation Satellite System , European Union , Message Communication , Mp Copy Provided , Omplete Bds , Based Augmentation ,