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Smoothing the Landscape Boosts the Signal for SGD: Optimal Sample Complexity for Learning Single Index Models.
Alex Damian
Eshaan Nichani
Rong Ge
Jason D. Lee
Published in:
NeurIPS (2023)
Keyphrases
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sample complexity
learning problems
learning algorithm
supervised learning
active learning
reinforcement learning
learning process
prior knowledge
learning models
decision lists
pac learning
lower bound
small number
model selection
unsupervised learning
inductive inference