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The merged-staircase property: a necessary and nearly sufficient condition for SGD learning of sparse functions on two-layer neural networks.
Emmanuel Abbe
Enric Boix Adserà
Theodor Misiakiewicz
Published in:
COLT (2022)
Keyphrases
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sufficient conditions
neural network
learning algorithm
learning problems
reinforcement learning
inductive inference
machine learning
genetic algorithm
control system
linear complementarity problem
active learning
learning tasks
stochastic gradient descent