Sample and Computationally Efficient Robust Learning of Gaussian Single-Index Models
Fuente:
arXiv
Saved in:
| Main Authors: | Wang, Puqian, Zarifis, Nikos, Diakonikolas, Ilias, Diakonikolas, Jelena |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Robustly Learning Monotone Single-Index Models
by: Wang, Puqian, et al.
Published: (2025)
by: Wang, Puqian, et al.
Published: (2025)
Robustly Learning Single-Index Models via Alignment Sharpness
by: Zarifis, Nikos, et al.
Published: (2024)
by: Zarifis, Nikos, et al.
Published: (2024)
Robustly Learning Monotone Generalized Linear Models via Data Augmentation
by: Zarifis, Nikos, et al.
Published: (2025)
by: Zarifis, Nikos, et al.
Published: (2025)
A Near-optimal Algorithm for Learning Margin Halfspaces with Massart Noise
by: Diakonikolas, Ilias, et al.
Published: (2025)
by: Diakonikolas, Ilias, et al.
Published: (2025)
Reliable Learning of Halfspaces under Gaussian Marginals
by: Diakonikolas, Ilias, et al.
Published: (2024)
by: Diakonikolas, Ilias, et al.
Published: (2024)
Learning a Single Neuron Robustly to Distributional Shifts and Adversarial Label Noise
by: Li, Shuyao, et al.
Published: (2024)
by: Li, Shuyao, et al.
Published: (2024)
Robust Learning of Multi-index Models via Iterative Subspace Approximation
by: Diakonikolas, Ilias, et al.
Published: (2025)
by: Diakonikolas, Ilias, et al.
Published: (2025)
Statistical Query Lower Bounds for Learning Truncated Gaussians
by: Diakonikolas, Ilias, et al.
Published: (2024)
by: Diakonikolas, Ilias, et al.
Published: (2024)
Distributionally Robust Optimization with Adversarial Data Contamination
by: Li, Shuyao, et al.
Published: (2025)
by: Li, Shuyao, et al.
Published: (2025)
Efficient Testable Learning of General Halfspaces with Adversarial Label Noise
by: Diakonikolas, Ilias, et al.
Published: (2024)
by: Diakonikolas, Ilias, et al.
Published: (2024)
Online Learning of Halfspaces with Massart Noise
by: Diakonikolas, Ilias, et al.
Published: (2024)
by: Diakonikolas, Ilias, et al.
Published: (2024)
Super Non-singular Decompositions of Polynomials and their Application to Robustly Learning Low-degree PTFs
by: Diakonikolas, Ilias, et al.
Published: (2024)
by: Diakonikolas, Ilias, et al.
Published: (2024)
Last Iterate Convergence of Incremental Methods and Applications in Continual Learning
by: Cai, Xufeng, et al.
Published: (2024)
by: Cai, Xufeng, et al.
Published: (2024)
Robust Second-Order Nonconvex Optimization and Its Application to Low Rank Matrix Sensing
by: Li, Shuyao, et al.
Published: (2024)
by: Li, Shuyao, et al.
Published: (2024)
Implicit High-Order Moment Tensor Estimation and Learning Latent Variable Models
by: Diakonikolas, Ilias, et al.
Published: (2024)
by: Diakonikolas, Ilias, et al.
Published: (2024)
Statistical Query Lower Bounds for Smoothed Agnostic Learning
by: Diakonikolas, Ilias, et al.
Published: (2026)
by: Diakonikolas, Ilias, et al.
Published: (2026)
Drago: Primal-Dual Coupled Variance Reduction for Faster Distributionally Robust Optimization
by: Mehta, Ronak, et al.
Published: (2024)
by: Mehta, Ronak, et al.
Published: (2024)
Linear Regression under Missing or Corrupted Coordinates
by: Diakonikolas, Ilias, et al.
Published: (2025)
by: Diakonikolas, Ilias, et al.
Published: (2025)
Optimization on a Finer Scale: Bounded Local Subgradient Variation Perspective
by: Diakonikolas, Jelena, et al.
Published: (2024)
by: Diakonikolas, Jelena, et al.
Published: (2024)
High-Dimensional Gaussian Mean Estimation under Realizable Contamination
by: Diakonikolas, Ilias, et al.
Published: (2026)
by: Diakonikolas, Ilias, et al.
Published: (2026)
Active Learning of General Halfspaces: Label Queries vs Membership Queries
by: Diakonikolas, Ilias, et al.
Published: (2024)
by: Diakonikolas, Ilias, et al.
Published: (2024)
Sample Complexity Bounds for Robust Mean Estimation with Mean-Shift Contamination
by: Diakonikolas, Ilias, et al.
Published: (2026)
by: Diakonikolas, Ilias, et al.
Published: (2026)
Algorithms and SQ Lower Bounds for Robustly Learning Real-valued Multi-index Models
by: Diakonikolas, Ilias, et al.
Published: (2025)
by: Diakonikolas, Ilias, et al.
Published: (2025)
Robust Learning of a Group DRO Neuron
by: Cao, Guyang, et al.
Published: (2026)
by: Cao, Guyang, et al.
Published: (2026)
Efficient Multivariate Robust Mean Estimation Under Mean-Shift Contamination
by: Diakonikolas, Ilias, et al.
Published: (2025)
by: Diakonikolas, Ilias, et al.
Published: (2025)
Faster Algorithms for Agnostically Learning Disjunctions and their Implications
by: Diakonikolas, Ilias, et al.
Published: (2025)
by: Diakonikolas, Ilias, et al.
Published: (2025)
Adaptive Delayed-Update Cyclic Algorithm for Variational Inequalities
by: Wei, Yi, et al.
Published: (2026)
by: Wei, Yi, et al.
Published: (2026)
Expressivity-Efficiency Tradeoffs for Hybrid Sequence Models
by: Cooper, John, et al.
Published: (2026)
by: Cooper, John, et al.
Published: (2026)
SQ Lower Bounds for Non-Gaussian Component Analysis with Weaker Assumptions
by: Diakonikolas, Ilias, et al.
Published: (2024)
by: Diakonikolas, Ilias, et al.
Published: (2024)
Robust Sparse Estimation for Gaussians with Optimal Error under Huber Contamination
by: Diakonikolas, Ilias, et al.
Published: (2024)
by: Diakonikolas, Ilias, et al.
Published: (2024)
Learning Intersections of Two Margin Halfspaces under Factorizable Distributions
by: Diakonikolas, Ilias, et al.
Published: (2025)
by: Diakonikolas, Ilias, et al.
Published: (2025)
Robust Regression with Adaptive Contamination in Response: Optimal Rates and Computational Barriers
by: Diakonikolas, Ilias, et al.
Published: (2026)
by: Diakonikolas, Ilias, et al.
Published: (2026)
Empirical Risk Minimization with Shuffled SGD: A Primal-Dual Perspective and Improved Bounds
by: Cai, Xufeng, et al.
Published: (2023)
by: Cai, Xufeng, et al.
Published: (2023)
SoS Certificates for Sparse Singular Values and Their Applications: Robust Statistics, Subspace Distortion, and More
by: Diakonikolas, Ilias, et al.
Published: (2024)
by: Diakonikolas, Ilias, et al.
Published: (2024)
How Does Unlabeled Data Provably Help Out-of-Distribution Detection?
by: Du, Xuefeng, et al.
Published: (2024)
by: Du, Xuefeng, et al.
Published: (2024)
Statistical Query Hardness of Multiclass Linear Classification with Random Classification Noise
by: Diakonikolas, Ilias, et al.
Published: (2025)
by: Diakonikolas, Ilias, et al.
Published: (2025)
PTF Testing Lower Bounds for Non-Gaussian Component Analysis
by: Diakonikolas, Ilias, et al.
Published: (2025)
by: Diakonikolas, Ilias, et al.
Published: (2025)
Sum-of-squares lower bounds for Non-Gaussian Component Analysis
by: Diakonikolas, Ilias, et al.
Published: (2024)
by: Diakonikolas, Ilias, et al.
Published: (2024)
Testable Learning of General Halfspaces under Massart Noise
by: Diakonikolas, Ilias, et al.
Published: (2026)
by: Diakonikolas, Ilias, et al.
Published: (2026)
A Block Coordinate and Variance-Reduced Method for Generalized Variational Inequalities of Minty Type
by: Diakonikolas, Jelena
Published: (2024)
by: Diakonikolas, Jelena
Published: (2024)
Similar Items
-
Robustly Learning Monotone Single-Index Models
by: Wang, Puqian, et al.
Published: (2025) -
Robustly Learning Single-Index Models via Alignment Sharpness
by: Zarifis, Nikos, et al.
Published: (2024) -
Robustly Learning Monotone Generalized Linear Models via Data Augmentation
by: Zarifis, Nikos, et al.
Published: (2025) -
A Near-optimal Algorithm for Learning Margin Halfspaces with Massart Noise
by: Diakonikolas, Ilias, et al.
Published: (2025) -
Reliable Learning of Halfspaces under Gaussian Marginals
by: Diakonikolas, Ilias, et al.
Published: (2024)