George Karypis

Full Professor, University of Minnesota, Minneapolis

Scientist, Amazon

Joined

June 2019

Names

George Karypis

Emails

****@cs.umn.edu (Confirmed)

****@umn.edu (Confirmed)

****@amazon.com (Confirmed)

Personal Links

Google Scholar

Career & Education History

Full Professor

University of Minnesota, Minneapolis (umn.edu)

Present

Scientist

Amazon (amazon.com)

Present

Advisors, Relations & Conflicts

PhD Advisor

Vipin Kumar

Present

Expertise

Accelerating Innovation Rsrch

Present

Publications

Knowledge Distillation for Large Language Models through Residual Learning
Thinh On, Hengzhi Pei, Leonard Lausen, George Karypis
- ICLR 2026 Poster
- Readers: Everyone
When Does Multimodality Lead to Better Time Series Forecasting?
Xiyuan Zhang, Boran Han, Haoyang Fang, Abdul Fatir Ansari, Shuai Zhang, Danielle C. Maddix, Cuixiong Hu, Andrew Gordon Wilson, Michael W. Mahoney, Hao Wang, Yan Liu, Huzefa Rangwala, George Karypis, Bernie Wang
- Submitted to ICLR 2026
- Readers: Everyone
MaxCode: A Max-Reward Reinforcement Learning Framework for Automated Code Optimization
Jiefu Ou, Sapana Chaudhary, Kaj Bostrom, Nathaniel Weir, Shuai Zhang, Huzefa Rangwala, George Karypis
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
When LLMs get significantly worse: A statistical approach to detect model degradations
Jonas M. Kübler, Kailash Budhathoki, Matthäus Kleindessner, Xiong Zhou, Junming Yin, Ashish Khetan, George Karypis
- ICLR 2026 Poster
- Readers: Everyone
MolGuidance: A Comparative Study of Guidance Methods for Conditional Molecule Generation
Cheng Zeng, Jirui Jin, Pawan Prakash, George Karypis, Mark Transtrum, Ellad B. Tadmor, Richard Hennig, Adrian Roitberg, Stefano Martiniani, Mingjie Liu
- GenBio 2025 Poster
- Readers: Everyone
A Proximal Operator for Inducing 2:4-Sparsity
Jonas M. Kübler, Yu-Xiang Wang, Shoham Sabach, Navid Ansari, Matthäus Kleindessner, Kailash Budhathoki, Volkan Cevher, George Karypis
- Accepted by TMLR
- Readers: Everyone
All that structure matches does not glitter
Maya Martirossyan, Thomas Egg, Philipp Höllmer, George Karypis, Mark Transtrum, Adrian Roitberg, Mingjie Liu, Richard Hennig, Ellad B. Tadmor, Stefano Martiniani
- NeurIPS 2025 Datasets and Benchmarks Track poster
- Readers: Everyone
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation
Haoyang Fang, Boran Han, Nick Erickson, Xiyuan Zhang, Su Zhou, Anirudh Dagar, Jiani Zhang, Ali Caner Turkmen, Cuixiong Hu, Huzefa Rangwala, Ying Nian Wu, Bernie Wang, George Karypis
- NeurIPS 2025 poster
- Readers: Everyone
Mitra: Mixed Synthetic Priors for Enhancing Tabular Foundation Models
Xiyuan Zhang, Danielle C. Maddix, Junming Yin, Nick Erickson, Abdul Fatir Ansari, Boran Han, Shuai Zhang, Leman Akoglu, Christos Faloutsos, Michael W. Mahoney, Cuixiong Hu, Huzefa Rangwala, George Karypis, Bernie Wang
- NeurIPS 2025 poster
- Readers: Everyone
LC-PLM: Long-context Protein Language Modeling Using Bidirectional Mamba with Shared Projection Layers
Yingheng Wang, Zichen Wang, Gil Sadeh, Luca Zancato, Alessandro Achille, George Karypis, Huzefa Rangwala
- Accepted by TMLR
- Readers: Everyone

View all 62 publications

Co-Authors

View all 161 co-authors