Research Papers

Pre-Trained Models in Deep Learning Team, with Dr. James Davis

†: Equal Contribution; ‡: Corresponding Author

Pre-Prints/Under Review

[P2: JSS] SysLLMatic: Large Language Models are Software System Optimizers
Huiyun Peng, Arjun Gupte, Ryan Hasler, Nicholas John Eliopoulos, Chien-Chou Ho, Rishi Mantri, Leo Deng, Konstantin Läufer, George K. Thiruvathukal, and James C. Davis.
Journal of Systems and Software, Under Review.
[Paper] [Code]
[P1: ICSE-NIER] Large Language Models for Energy Efficient Code: Emerging Results and Future Directions
Huiyun Peng, Arjun Gupte, Nicholas John Eliopoulos, Chien-Chou Ho, Rishi Mantri, Leo Deng, Wenxin Jiang, Yung-Hsiang Lu, Konstantin Läufer, George K. Thiruvathukal, and James C. Davis.
International Conference on Software Engineering, New Ideas and Emerging Results (ICSE 2025). arXiv preprint arXiv:2410.09241, Oct. 2024. Submitted.
[Paper]

[12th Annual The Greater Chicago Area Systems Research Workshop] Towards Scalable and Performance-aware Code Optimization with LLMs

May 8, 2025

[12th Annual The Greater Chicago Area Systems Research Workshop] Towards Scalable and Performance-aware Code Optimization with LLMs

May 8, 2025

[Fall 2025 Undergraduate Research Expo] SysLLMatic: Large Language Models are Software System Optimizers

November 19, 2025

[Fall 2025 Undergraduate Research Expo] SysLLMatic: Large Language Models are Software System Optimizers

November 19, 2025

[Spring 2025 Undergraduate Research Conference] Optimizing Application-level Software for Greater Energy Efficiency using LLMs

April 10, 2025

[Spring 2025 Undergraduate Research Conference] Optimizing Application-level Software for Greater Energy Efficiency using LLMs

April 10, 2025

[Fall 2024 Undergraduate Research Expo] LLMs for Energy Efficient Software: Emerging Results and Future Directions

November 19, 2024

[Fall 2024 Undergraduate Research Expo] LLMs for Energy Efficient Software: Emerging Results and Future Directions

November 19, 2024

[Fall 2024 Undergraduate Research Expo] LLMs for Energy Efficient Software: Emerging Results and Future Directions

November 19, 2024

[Spring 2024 Undergraduate Research Symposium] Optimizing Data Center Software for Energy Efficiency Using LLMs

April 9, 2024

[Spring 2024 Undergraduate Research Symposium] Optimizing Data Center Software for Energy Efficiency Using LLMs

April 9, 2024

[Spring 2024 Undergraduate Research Symposium] Optimizing Data Center Software for Energy Efficiency Using LLMs

April 9, 2024