[KongchangAI]
ConceptFTRL

Follow-the-Regularized-Leader

A commonly used algorithmic framework in online optimization that selects each round's decision by minimizing the cumulative loss plus a regularization term, widely applied in online learning and online convex optimization.

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Oct 22

The algorithm is based on the differentially private Follow-the-Regularized-Leader framework, adaptively adjusting the learning rate and noise scale to exploit the concentration of the loss sequence when L* is small in order to reduce the impact of noise.

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