P-FGD achieves the minimax optimal rate O(t^{-2s/(2s+1)}) for online additive quantile regression without storing historical data.
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Online Quantile Regression for Nonparametric Additive Models
P-FGD achieves the minimax optimal rate O(t^{-2s/(2s+1)}) for online additive quantile regression without storing historical data.