conftrace_

single-index model

16 papers

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Also known as

SIM

Co-occurring keywords

high-dimensional regression (142) sample complexity (1169) high-dimensional statistics (145) learning theory (519) information exponent (2) debiased lasso (5) neural network (6616) generalization error (285) agnostic learning (76) gradient descent (1144)

Papers

Neural network learns low-dimensional polynomials with SGD near the information-theoretic limit NIPS 2024
Sample and Computationally Efficient Robust Learning of Gaussian Single-Index Models NIPS 2024
Pretrained Transformer Efficiently Learns Low-Dimensional Target Functions In-Context NIPS 2024
Computational-Statistical Gaps in Gaussian Single-Index Models (Extended Abstract) COLT 2024
Inference on High-dimensional Single-index Models with Streaming Data JMLR 2024
Learning in the Presence of Low-dimensional Structure: A Spiked Random Matrix Perspective NIPS 2023
On Single-Index Models beyond Gaussian Data NIPS 2023
Are Gaussian Data All You Need? The Extents and Limits of Universality in High-Dimensional Generalized Linear Estimation ICML 2023
Agnostically Learning Single-Index Models using Omnipredictors NIPS 2023
Learning single-index models with shallow neural networks NIPS 2022
Inference In High-dimensional Single-Index Models Under Symmetric Designs JMLR 2021
Ultra-High Dimensional Single-Index Quantile Regression JMLR 2020
Learning Single-Index Models in Gaussian Space COLT 2018
Robust Structured Estimation with Single-Index Models ICML 2017
Optimal Linear Estimation under Unknown Nonlinear Transform NIPS 2015
Sparse Single-Index Model JMLR 2013