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Steve Hanneke

About Steve Hanneke

Steve Hanneke, With an exceptional h-index of 27 and a recent h-index of 21 (since 2020), a distinguished researcher at Toyota Technological Institute, specializes in the field of Learning Theory, Statistics, Artificial Intelligence.

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

List Sample Compression and Uniform Convergence

Efficient Agnostic Learning with Average Smoothness

The Dimension of Self-Directed Learning

Near-optimal learning with average Hölder smoothness

Reliable learning in challenging environments

A Trichotomy for Transductive Online Learning

Adversarial Resilience in Sequential Prediction via Abstention

Bandit-Feedback Online Multiclass Classification: Variants and Tradeoffs

Steve Hanneke Information

University

Position

___

Citations(all)

3608

Citations(since 2020)

2001

Cited By

2400

hIndex(all)

27

hIndex(since 2020)

21

i10Index(all)

43

i10Index(since 2020)

38

Email

University Profile Page

Google Scholar

Steve Hanneke Skills & Research Interests

Learning Theory

Statistics

Artificial Intelligence

Top articles of Steve Hanneke

List Sample Compression and Uniform Convergence

arXiv preprint arXiv:2403.10889

2024/3/16

Steve Hanneke
Steve Hanneke

H-Index: 18

Efficient Agnostic Learning with Average Smoothness

2024/3/15

Steve Hanneke
Steve Hanneke

H-Index: 18

The Dimension of Self-Directed Learning

arXiv preprint arXiv:2402.13400

2024/2/20

Steve Hanneke
Steve Hanneke

H-Index: 18

Near-optimal learning with average Hölder smoothness

Advances in Neural Information Processing Systems

2024/2/13

Steve Hanneke
Steve Hanneke

H-Index: 18

Reliable learning in challenging environments

Advances in Neural Information Processing Systems

2024/2/13

Steve Hanneke
Steve Hanneke

H-Index: 18

A Trichotomy for Transductive Online Learning

Advances in Neural Information Processing Systems

2024/2/13

Steve Hanneke
Steve Hanneke

H-Index: 18

Jonathan Shafer
Jonathan Shafer

H-Index: 2

Adversarial Resilience in Sequential Prediction via Abstention

Advances in Neural Information Processing Systems

2024/2/13

Surbhi Goel
Surbhi Goel

H-Index: 5

Steve Hanneke
Steve Hanneke

H-Index: 18

Abhishek Shetty
Abhishek Shetty

H-Index: 2

Bandit-Feedback Online Multiclass Classification: Variants and Tradeoffs

arXiv preprint arXiv:2402.07453

2024/2/12

Yuval Filmus
Yuval Filmus

H-Index: 16

Steve Hanneke
Steve Hanneke

H-Index: 18

Optimal learners for realizable regression: Pac learning and online learning

Advances in Neural Information Processing Systems

2023/12/15

Steve Hanneke
Steve Hanneke

H-Index: 18

Amin Karbasi
Amin Karbasi

H-Index: 29

Improper Multiclass Boosting

2023/7/12

Nataly Brukhim
Nataly Brukhim

H-Index: 3

Steve Hanneke
Steve Hanneke

H-Index: 18

Bandit learnability can be undecidable

2023/7/12

Steve Hanneke
Steve Hanneke

H-Index: 18

Liu Yang
Liu Yang

H-Index: 8

Multiclass online learning and uniform convergence

2023/7/12

Steve Hanneke
Steve Hanneke

H-Index: 18

Vinod Raman
Vinod Raman

H-Index: 1

Universal Rates for Multiclass Learning

2023/7/12

Steve Hanneke
Steve Hanneke

H-Index: 18

Qian Zhang
Qian Zhang

H-Index: 5

Limits of Model Selection under Transfer Learning

2023/7/12

Steve Hanneke
Steve Hanneke

H-Index: 18

Samory Kpotufe
Samory Kpotufe

H-Index: 12

Optimal prediction using expert advice and randomized littlestone dimension

2023/7/12

Yuval Filmus
Yuval Filmus

H-Index: 16

Steve Hanneke
Steve Hanneke

H-Index: 18

Fine-grained distribution-dependent learning curves

2023/7/12

Steve Hanneke
Steve Hanneke

H-Index: 18

Jonathan Shafer
Jonathan Shafer

H-Index: 2

Adversarially robust pac learnability of real-valued functions

2023/7/3

Steve Hanneke
Steve Hanneke

H-Index: 18

Reliable learning for test-time attacks and distribution shift

arXiv preprint arXiv:2304.03370

2023/4/6

Maria-Florina Balcan
Maria-Florina Balcan

H-Index: 37

Steve Hanneke
Steve Hanneke

H-Index: 18

Adversarial Rewards in Universal Learning for Contextual Bandits

arXiv preprint arXiv:2302.07186

2023/2/14

Steve Hanneke
Steve Hanneke

H-Index: 18

Patrick Jaillet
Patrick Jaillet

H-Index: 36

Near-optimal learning with average H\" older smoothness

arXiv preprint arXiv:2302.06005

2023/2/12

Steve Hanneke
Steve Hanneke

H-Index: 18

See List of Professors in Steve Hanneke University(Toyota Technological Institute)