Chris Cummins

1. Large Language Models for Compiler Optimization
   2023/09/11 by Chris Cummins, Volker Seeker, Cummins, Chris +20 · 2 voices · 16 citations
   Computer Science · #Parallel Computing and Optimization Techniques #Software Engineering Research #Software Testing and Debugging Techniques #cs.AI #cs.CL #cs.LG #cs.PL
2. Profile Guided Optimization without Profiles: A Machine Learning Approach
   2021/12/24 by Nadav Rotem, Rotem, Nadav, Chris Cummins +1 · 2 voices · 2 citations
   Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Programming Languages (cs.PL) #cs.LG #cs.PL
3. CompilerGym: Robust, Performant Compiler Optimization Environments for AI Research
   2021/09/17 by Chris Cummins, Bram Wasti, Cummins, Chris +21 · 12 citations
   Computer Science · #Parallel Computing and Optimization Techniques #Software Engineering Research #Adversarial Robustness in Machine Learning
4. Meta Large Language Model Compiler: Foundation Models of Compiler Optimization
   2024/06/27 by Chris Cummins, Volker Seeker, Cummins, Chris +11 · 15 citations
   Computer Science · #Distributed and Parallel Computing Systems #Model-Driven Software Engineering Techniques #Parallel Computing and Optimization Techniques
5. Finding Missed Code Size Optimizations in Compilers using LLMs
   2024/12/31 by Davide Italiano, Chris Cummins, Italiano, Davide +1 · 1 voice · 3 citations
   Computer Science · #Advanced Malware Detection Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Programming Languages (cs.PL) #Software Engineering (cs.SE) #Software Engineering Research #Software Testing and Debugging Techniques #cs.LG #cs.PL #cs.SE
6. Learning Compiler Pass Orders using Coreset and Normalized Value Prediction
   2023/01/09 by Youwei Liang, Liang, Youwei, Kevin H. Stone +18 · 4 citations
   Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques #Programming Languages (cs.PL) #Software Engineering Research
7. ProGraML: Graph-based Deep Learning for Program Optimization and Analysis
   2020/03/23 by Chris Cummins, Zacharias V. Fisches, Cummins, Chris +7 · 1 citation
   Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Performance (cs.PF) #Programming Languages (cs.PL) #Software Engineering Research #Software System Performance and Reliability #Software Testing and Debugging Techniques
8. Don't Transform the Code, Code the Transforms: Towards Precise Code Rewriting using LLMs
   2024/10/11 by Chris Cummins, Cummins, Chris, Volker Seeker +9 · 2 citations
   Computer Science · Social Sciences · #Artificial Intelligence in Law #Digital Rights Management and Security #FOS: Computer and information sciences #Machine Learning (cs.LG)