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single index model
single index model
13 papers
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Also known as
SIM
Co-occurring keywords
high-dimensional statistics
(145)
lipschitz function
(22)
monotonic function
(10)
generative prior
(55)
neural network optimization
(1293)
sample complexity
(1169)
group inference
(1)
error bound
(88)
semi-parametric model
(18)
leverage score sampling
(22)
Papers
Robust group and simultaneous inferences for high-dimensional single index model
NIPS 2024
Agnostic Active Learning of Single Index Models with Linear Sample Complexity
COLT 2024
Efficient Algorithms for Non-gaussian Single Index Models with Generative Priors
AAAI 2024
Gradient-Based Feature Learning under Structured Data
NIPS 2023
Smoothing the Landscape Boosts the Signal for SGD: Optimal Sample Complexity for Learning Single Index Models
NIPS 2023
Non-Iterative Recovery From Nonlinear Observations Using Generative Models
CVPR 2022
Misspecified Phase Retrieval with Generative Priors
NIPS 2022
Estimating Stochastic Linear Combination of Non-Linear Regressions
AAAI 2020
Statistical-Computational Tradeoff in Single Index Models
NIPS 2019
High-dimensional Non-Gaussian Single Index Models via Thresholded Score Function Estimation
ICML 2017
L1-Regularized Least Squares for Support Recovery of High Dimensional Single Index Models with Gaussian Designs
JMLR 2016
Matrix Completion Under Monotonic Single Index Models
NIPS 2015
Efficient Learning of Generalized Linear and Single Index Models with Isotonic Regression
NIPS 2011
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