[D] Negative examples are still useful in self-supervised learning even after the BYOL, and they are directly trainable end-to-end with a backbone.

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  • AdCo

    AdCo: Adversarial Contrast for Efficient Learning of Unsupervised Representations from Self-Trained Negative Adversaries

  • The paper showed that with only 8196 negatives, the AdCo can achieve better performance than the SOTA self-supervised methods (MoCo V2, SimCLR, AdCo and SWAV) with fewer epochs, thus making the AdCo a very efficient self-supervised learning algorithm to pretrain a backbone. The source code has been released at https://github.com/maple-research-lab/AdCo.

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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