George Karypis

George Karypis

University of Minnesota-Twin Cities

H-index: 113

North America-United States

About George Karypis

George Karypis, With an exceptional h-index of 113 and a recent h-index of 69 (since 2020), a distinguished researcher at University of Minnesota-Twin Cities, specializes in the field of Data mining, Parallel computing, Recommender systems, Graph machine learning, Chemical informatics.

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

OpenTab: Advancing Large Language Models as Open-domain Table Reasoners

Automatically separating claim into elements/limitations and automatically finding art for each element/limitation

HYTREL: Hypergraph-enhanced tabular data representation learning

OmniMatch: Effective Self-Supervised Any-Join Discovery in Tabular Data Repositories

SemPool: Simple, robust, and interpretable KG pooling for enhancing language models

Large language models of code fail at completing code with potential bugs

The 3rd International Workshop on Interactive and Scalable Information Retrieval Methods for eCommerce (ISIR-eCom 2024)

Parameter-Efficient Tuning Large Language Models for Graph Representation Learning

George Karypis Information

University

Position

Professor Department of Computer Science & Engineering

Citations(all)

101323

Citations(since 2020)

26693

Cited By

79508

hIndex(all)

113

hIndex(since 2020)

69

i10Index(all)

406

i10Index(since 2020)

230

Email

University Profile Page

University of Minnesota-Twin Cities

Google Scholar

View Google Scholar Profile

George Karypis Skills & Research Interests

Data mining

Parallel computing

Recommender systems

Graph machine learning

Chemical informatics

Top articles of George Karypis

Title

Journal

Author(s)

Publication Date

OpenTab: Advancing Large Language Models as Open-domain Table Reasoners

arXiv preprint arXiv:2402.14361

Kezhi Kong

Jiani Zhang

Zhengyuan Shen

Balasubramaniam Srinivasan

Chuan Lei

...

2024/2/22

Automatically separating claim into elements/limitations and automatically finding art for each element/limitation

2024/4/2

HYTREL: Hypergraph-enhanced tabular data representation learning

Advances in Neural Information Processing Systems

Pei Chen

Soumajyoti Sarkar

Leonard Lausen

Balasubramaniam Srinivasan

Sheng Zha

...

2024/2/13

OmniMatch: Effective Self-Supervised Any-Join Discovery in Tabular Data Repositories

arXiv preprint arXiv:2403.07653

Christos Koutras

Jiani Zhang

Xiao Qin

Chuan Lei

Vasileios Ioannidis

...

2024/3/12

SemPool: Simple, robust, and interpretable KG pooling for enhancing language models

arXiv preprint arXiv:2402.02289

Costas Mavromatis

Petros Karypis

George Karypis

2024/2/3

Large language models of code fail at completing code with potential bugs

Advances in Neural Information Processing Systems

Tuan Dinh

Jinman Zhao

Samson Tan

Renato Negrinho

Leonard Lausen

...

2024/2/13

The 3rd International Workshop on Interactive and Scalable Information Retrieval Methods for eCommerce (ISIR-eCom 2024)

Vachik S Dave

Linsey Pang

Xiquan Cui

Chen Luo

Hamed Zamani

...

2024/3/4

Parameter-Efficient Tuning Large Language Models for Graph Representation Learning

arXiv preprint arXiv:2404.18271

Qi Zhu

Da Zheng

Xiang Song

Shichang Zhang

Bowen Jin

...

2024/4/28

Automatic clipping: Differentially private deep learning made easier and stronger

Advances in Neural Information Processing Systems

Zhiqi Bu

Yu-Xiang Wang

Sheng Zha

George Karypis

2024/2/13

Pre-training Differentially Private Models with Limited Public Data

arXiv preprint arXiv:2402.18752

Zhiqi Bu

Xinwei Zhang

Mingyi Hong

Sheng Zha

George Karypis

2024/2/28

AutoGluon-Multimodal (AutoMM): Supercharging Multimodal AutoML with Foundation Models

arXiv preprint arXiv:2404.16233

Zhiqiang Tang

Haoyang Fang

Su Zhou

Taojiannan Yang

Zihan Zhong

...

2024/4/24

Recent Trends in Graph Decomposition (Dagstuhl Seminar 23331)

George Karypis

Christian Schulz

Darren Strash

Deepak Ajwani

Rob H Bisseling

...

2024

Extreme Miscalibration and the Illusion of Adversarial Robustness

arXiv preprint arXiv:2402.17509

Vyas Raina

Samson Tan

Volkan Cevher

Aditya Rawal

Sheng Zha

...

2024/2/27

Pack of LLMs: Model Fusion at Test-Time via Perplexity Optimization

arXiv preprint arXiv:2404.11531

Costas Mavromatis

Petros Karypis

George Karypis

2024/4/17

Optimizing irregular dense operators of heterogeneous GNN models on GPU

Israt Nisa

Minjie Wang

Da Zheng

Qiang Fu

Ümit Çatalyürek

...

2023/5/15

GraphStorm an Easy-to-use and Scalable Graph Neural Network Framework: From Beginners to Heroes

Jian Zhang

Da Zheng

Xiang Song

Theodore Vasiloudis

Israt Nisa

...

2023/8/6

NameGuess: Column name expansion for tabular data

arXiv preprint arXiv:2310.13196

Jiani Zhang

Zhengyuan Shen

Balasubramaniam Srinivasan

Shen Wang

Huzefa Rangwala

...

2023/10/19

Zero redundancy distributed learning with differential privacy

arXiv preprint arXiv:2311.11822

Zhiqi Bu

Justin Chiu

Ruixuan Liu

Sheng Zha

George Karypis

2023/11/20

High-Performance Static and Streaming Tensor Factorization Algorithms

George Karypis

2023/2/4

Xtab: Cross-table pretraining for tabular transformers

International Conference on Machine Learning, 43181-43204

Bingzhao Zhu

Xingjian Shi

Nick Erickson

Mu Li

George Karypis

...

2023/5/10

See List of Professors in George Karypis University(University of Minnesota-Twin Cities)

Co-Authors

H-index: 137
Vipin Kumar

Vipin Kumar

University of Minnesota-Twin Cities

H-index: 81
Bamshad Mobasher

Bamshad Mobasher

DePaul University

H-index: 81
Joseph A. Konstan

Joseph A. Konstan

University of Minnesota-Twin Cities

H-index: 55
Jianyong Wang

Jianyong Wang

Tsinghua University

H-index: 50
Michael Steinbach

Michael Steinbach

University of Minnesota-Twin Cities

H-index: 35
Christian Desrosiers

Christian Desrosiers

École de Technologie Supérieure

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