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12/10/2022
Algorithmic progress in computer vision
We investigate algorithmic progress in image classification on ImageNet,...
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10/26/2022
Will we run out of data? An analysis of the limits of scaling datasets in Machine Learning
We analyze the growth of dataset sizes used in machine learning for natu...
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07/05/2022
Machine Learning Model Sizes and the Parameter Gap
We study trends in model size of notable machine learning systems over t...
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04/05/2022
Aggregating human judgment probabilistic predictions of COVID-19 transmission, burden, and preventative measures
Aggregated human judgment forecasts for COVID-19 targets of public healt...
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02/20/2022
Chimeric forecasting: combining probabilistic predictions from computational models and human judgment
Forecasts of the trajectory of an infectious agent can help guide public...
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02/11/2022
Compute Trends Across Three Eras of Machine Learning
Compute, data, and algorithmic advances are the three fundamental factor...
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04/15/2020