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#ridge-regression

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Relatedattention1 fine-tuning1 high-dimensional-statistics1 learning-theory1 memory1 minimax1 recurrent-state1 scaling-laws1 transfer-learning1

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arXiv cs.AI / cs.LG / cs.CL15d ago

Minimax-optimal Scaling Laws in Ridge Regression via Transfer Learning

Transfer from ridge-regression pretraining can achieve minimax-optimal scaling under power-law covariance shift.

transfer-learning scaling-laws

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arXiv cs.AI / cs.LG / cs.CL21d ago

Prediction Is Not a Sufficient Memory State

Theory shows a fixed recurrent memory matching current predictions can still be insufficient for future learning.

learning-theory memory

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