Ilias Diakonikolas

Ilias Diakonikolas

University of Wisconsin-Madison

H-index: 47

North America-United States

About Ilias Diakonikolas

Ilias Diakonikolas, With an exceptional h-index of 47 and a recent h-index of 36 (since 2020), a distinguished researcher at University of Wisconsin-Madison, specializes in the field of theoretical computer science, algorithmic statistics, machine learning, probability theory.

His recent articles reflect a diverse array of research interests and contributions to the field:

Super Non-singular Decompositions of Polynomials and their Application to Robustly Learning Low-degree PTFs

Robust Sparse Estimation for Gaussians with Optimal Error under Huber Contamination

Statistical Query Lower Bounds for Learning Truncated Gaussians

Robustly Learning Single-Index Models via Alignment Sharpness

Near-Optimal Algorithms for Gaussians with Huber Contamination: Mean Estimation and Linear Regression

SQ Lower Bounds for Non-Gaussian Component Analysis with Weaker Assumptions

Robust Second-Order Nonconvex Optimization and Its Application to Low Rank Matrix Sensing

First Order Stochastic Optimization with Oblivious Noise

Ilias Diakonikolas Information

University

Position

___

Citations(all)

6841

Citations(since 2020)

5001

Cited By

3879

hIndex(all)

47

hIndex(since 2020)

36

i10Index(all)

113

i10Index(since 2020)

104

Email

University Profile Page

Google Scholar

Ilias Diakonikolas Skills & Research Interests

theoretical computer science

algorithmic statistics

machine learning

probability theory

Top articles of Ilias Diakonikolas

Super Non-singular Decompositions of Polynomials and their Application to Robustly Learning Low-degree PTFs

arXiv preprint arXiv:2404.00529

2024/3/31

Robust Sparse Estimation for Gaussians with Optimal Error under Huber Contamination

arXiv preprint arXiv:2403.10416

2024/3/15

Ilias Diakonikolas
Ilias Diakonikolas

H-Index: 34

Ankit Pensia
Ankit Pensia

H-Index: 4

Statistical Query Lower Bounds for Learning Truncated Gaussians

arXiv preprint arXiv:2403.02300

2024/3/4

Ilias Diakonikolas
Ilias Diakonikolas

H-Index: 34

Nikos Zarifis
Nikos Zarifis

H-Index: 4

Robustly Learning Single-Index Models via Alignment Sharpness

arXiv preprint arXiv:2402.17756

2024/2/27

Near-Optimal Algorithms for Gaussians with Huber Contamination: Mean Estimation and Linear Regression

2023/12

SQ Lower Bounds for Non-Gaussian Component Analysis with Weaker Assumptions

Advances in Neural Information Processing Systems

2024/2/13

Ilias Diakonikolas
Ilias Diakonikolas

H-Index: 34

Daniel Kane
Daniel Kane

H-Index: 15

Yuxin Sun
Yuxin Sun

H-Index: 2

Robust Second-Order Nonconvex Optimization and Its Application to Low Rank Matrix Sensing

Advances in Neural Information Processing Systems

2024/2/13

First Order Stochastic Optimization with Oblivious Noise

Advances in Neural Information Processing Systems

2024/2/13

Ilias Diakonikolas
Ilias Diakonikolas

H-Index: 34

Christos Tzamos
Christos Tzamos

H-Index: 16

SQ lower bounds for learning mixtures of linear classifiers

Advances in Neural Information Processing Systems

2024/2/13

Ilias Diakonikolas
Ilias Diakonikolas

H-Index: 34

Daniel Kane
Daniel Kane

H-Index: 15

Yuxin Sun
Yuxin Sun

H-Index: 2

Near-Optimal Bounds for Learning Gaussian Halfspaces with Random Classification Noise

Advances in Neural Information Processing Systems

2024/2/13

Efficient testable learning of halfspaces with adversarial label noise

Advances in Neural Information Processing Systems

2024/2/13

Online Robust Mean Estimation

2024

Ilias Diakonikolas
Ilias Diakonikolas

H-Index: 34

Hanshen Xiao
Hanshen Xiao

H-Index: 6

Testing Closeness of Multivariate Distributions via Ramsey Theory

arXiv preprint arXiv:2311.13154

2023/11/22

Ilias Diakonikolas
Ilias Diakonikolas

H-Index: 34

Integral: A Foundational Approach to Label Complexity via Information Theory and Graph Signal Processing

2023/11/1

How Does Wild Data Provably Help OOD Detection?

2023/10/13

GLM Regression with Oblivious Corruptions

arXiv preprint arXiv:2309.11657

2023/9/20

Algorithmic high-dimensional robust statistics

2023/9/7

Ilias Diakonikolas
Ilias Diakonikolas

H-Index: 34

Efficiently learning one-hidden-layer relu networks via schur polynomials

arXiv preprint arXiv:2307.12840

2023/7/24

Ilias Diakonikolas
Ilias Diakonikolas

H-Index: 34

Distribution-Independent Regression for Generalized Linear Models with Oblivious Corruptions

2023/7/12

Ilias Diakonikolas
Ilias Diakonikolas

H-Index: 34

Christos Tzamos
Christos Tzamos

H-Index: 16

Statistical and computational limits for tensor-on-tensor association detection

2023/7/12

Ilias Diakonikolas
Ilias Diakonikolas

H-Index: 34

Anru Zhang
Anru Zhang

H-Index: 18

See List of Professors in Ilias Diakonikolas University(University of Wisconsin-Madison)