Arthur Gretton

Arthur Gretton

University College London

H-index: 70

Europe-United Kingdom

About Arthur Gretton

Arthur Gretton, With an exceptional h-index of 70 and a recent h-index of 52 (since 2020), a distinguished researcher at University College London, specializes in the field of generative models, causality, hypothesis testing, kernel methods, machine learning.

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

Proxy Methods for Domain Adaptation

Practical Kernel Tests of Conditional Independence

A Distributional Analogue to the Successor Representation

Mmd-fuse: Learning and combining kernels for two-sample testing without data splitting

A kernel Stein test for comparing latent variable models

Prediction under Latent Subgroup Shifts with High-Dimensional Observations

Adapting to latent subgroup shifts via concepts and proxies

A kernel log-rank test of independence for right-censored data

Arthur Gretton Information

University

Position

Gatsby Computational Neuroscience Unit

Citations(all)

32165

Citations(since 2020)

20197

Cited By

19545

hIndex(all)

70

hIndex(since 2020)

52

i10Index(all)

141

i10Index(since 2020)

124

Email

University Profile Page

Google Scholar

Arthur Gretton Skills & Research Interests

generative models

causality

hypothesis testing

kernel methods

machine learning

Top articles of Arthur Gretton

Proxy Methods for Domain Adaptation

2024/4/18

Sanmi Koyejo
Sanmi Koyejo

H-Index: 18

Arthur Gretton
Arthur Gretton

H-Index: 46

Practical Kernel Tests of Conditional Independence

arXiv preprint arXiv:2402.13196

2024/2/20

A Distributional Analogue to the Successor Representation

arXiv preprint arXiv:2402.08530

2024/2/13

Arthur Gretton
Arthur Gretton

H-Index: 46

Yunhao Tang
Yunhao Tang

H-Index: 9

Mmd-fuse: Learning and combining kernels for two-sample testing without data splitting

Advances in Neural Information Processing Systems

2024/2/13

Felix Biggs
Felix Biggs

H-Index: 1

Arthur Gretton
Arthur Gretton

H-Index: 46

A kernel Stein test for comparing latent variable models

Journal of the Royal Statistical Society Series B: Statistical Methodology

2023/7

Heishiro Kanagawa
Heishiro Kanagawa

H-Index: 5

Arthur Gretton
Arthur Gretton

H-Index: 46

Prediction under Latent Subgroup Shifts with High-Dimensional Observations

arXiv preprint arXiv:2306.13472

2023/6/23

Arthur Gretton
Arthur Gretton

H-Index: 46

Maneesh Sahani
Maneesh Sahani

H-Index: 35

Adapting to latent subgroup shifts via concepts and proxies

2023/4/11

Arthur Gretton
Arthur Gretton

H-Index: 46

Sanmi Koyejo
Sanmi Koyejo

H-Index: 18

A kernel log-rank test of independence for right-censored data

Journal of the American Statistical Association

2021/8/28

Deep Hypothesis Tests Detect Clinically Relevant Subgroup Shifts in Medical Images

arXiv preprint arXiv:2303.04862

2023/3/8

Arthur Gretton
Arthur Gretton

H-Index: 46

Philipp Berens
Philipp Berens

H-Index: 28

The Costs and Benefits of Uniformly Valid Causal Inference with High-Dimensional Nuisance Parameters.............. Niloofar Moosavi, Jenny Häggström and Xavier de Luna 1 …

Statistical Science [ISSN 0883-4237 (print); ISSN 2168-8745 (online)]

2023/2

MMD aggregated two-sample test

Journal of Machine Learning Research

2023

Arthur Gretton
Arthur Gretton

H-Index: 46

Causal Benchmark Based on Disentangled Image Dataset

2023

Arthur Gretton
Arthur Gretton

H-Index: 46

Towards optimal Sobolev norm rates for the vector-valued regularized least-squares algorithm

arXiv preprint arXiv:2312.07186

2023/12/12

Mattes Mollenhauer
Mattes Mollenhauer

H-Index: 3

Arthur Gretton
Arthur Gretton

H-Index: 46

Distributional Bellman Operators over Mean Embeddings

arXiv preprint arXiv:2312.07358

2023/12/9

Kernel Single Proxy Control for Deterministic Confounding

arXiv preprint arXiv:2308.04585

2023/8/8

Arthur Gretton
Arthur Gretton

H-Index: 46

Nonlinear meta-learning can guarantee faster rates

arXiv preprint arXiv:2307.10870

2023/7/20

Arthur Gretton
Arthur Gretton

H-Index: 46

Samory Kpotufe
Samory Kpotufe

H-Index: 12

Kernel methods for causal functions: dose, heterogeneous and incremental response curves

Biometrika

2023/7/5

Rahul Singh
Rahul Singh

H-Index: 3

Arthur Gretton
Arthur Gretton

H-Index: 46

A kernel stein test of goodness of fit for sequential models

2023/7/3

Heishiro Kanagawa
Heishiro Kanagawa

H-Index: 5

Arthur Gretton
Arthur Gretton

H-Index: 46

Fast and scalable score-based kernel calibration tests

2023/7/2

Efficient conditionally invariant representation learning

ICLR 2023 notable top 5%

2022/12/16

Arthur Gretton
Arthur Gretton

H-Index: 46

See List of Professors in Arthur Gretton University(University College London)

Co-Authors

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