Large Language Models for Compiler Optimization

11 September 2023

Baptiste Roziere

Papers citing "Large Language Models for Compiler Optimization"

26 / 26 papers shown

Title
Bringing Structure to Naturalness: On the Naturalness of ASTs Profir-Petru Pârţachi Mahito Sugiyama 23 0 0 11 Apr 2025
OpenCodeInstruct: A Large-scale Instruction Tuning Dataset for Code LLMs Wasi Uddin Ahmad Aleksander Ficek Mehrzad Samadi Jocelyn Huang Vahid Noroozi Somshubra Majumdar Boris Ginsburg ALM 32 0 0 05 Apr 2025
VecTrans: LLM Transformation Framework for Better Auto-vectorization on High-performance CPU Zhongchun Zheng Long Cheng Lu Li Rodrigo C. O. Rocha Tianyi Liu Wei Wei X. Zhang Yaoqing Gao 34 0 0 25 Mar 2025
EquiBench: Benchmarking Code Reasoning Capabilities of Large Language Models via Equivalence Checking Anjiang Wei Jiannan Cao Ran Li H. Chen Y. Zhang ... Yuan Liu Thiago S. F. X. Teixeira D. Yang Ke Wang Alex Aiken LRM 47 1 0 18 Feb 2025
Improving Existing Optimization Algorithms with LLMs Camilo Chacón Sartori Christian Blum 45 1 0 12 Feb 2025
Data-efficient Performance Modeling via Pre-training Chunting Liu Riyadh Baghdadi 39 0 0 24 Jan 2025
Enhancing Code LLMs with Reinforcement Learning in Code Generation: A Survey Junqiao Wang Zeng Zhang Yangfan He Yuyang Song Tianyu Shi ... Hengyuan Xu Kunyu Wu Guangwu Qian Qiuwu Chen Lewei He 38 8 0 03 Jan 2025
Tadashi: Enabling AI-Based Automated Code Generation With Guaranteed Correctness Emil Vatai Aleksandr Drozd Ivan R. Ivanov Yinghao Ren M. Wahib 29 1 0 04 Oct 2024
The why, what, and how of AI-based coding in scientific research Tonghe Zhuang Zhicheng Lin 21 0 0 03 Oct 2024
Large Language Model-Based Agents for Software Engineering: A Survey Junwei Liu Kaixin Wang Yixuan Chen Xin Peng Zhenpeng Chen Lingming Zhang Yiling Lou AI4CE LLMAG LM&Ro 42 36 0 04 Sep 2024
See What LLMs Cannot Answer: A Self-Challenge Framework for Uncovering LLM Weaknesses Yulong Chen Yang Liu Jianhao Yan X. Bai Ming Zhong Yinghao Yang Ziyi Yang Chenguang Zhu Yue Zhang ALM ELM 35 5 0 16 Aug 2024
ViC: Virtual Compiler Is All You Need For Assembly Code Search Zeyu Gao Hao Wang Yuanda Wang Chao Zhang 21 1 0 10 Aug 2024
LLM-Aided Compilation for Tensor Accelerators Charles Hong Sahil Bhatia Altan Haan Shengjun Kris Dong Dima Nikiforov Alvin Cheung Y. Shao 29 0 0 06 Aug 2024
MIREncoder: Multi-modal IR-based Pretrained Embeddings for Performance Optimizations Akash Dutta Ali Jannesari 30 0 0 02 Jul 2024
UniCoder: Scaling Code Large Language Model via Universal Code Tao Sun Linzheng Chai Jian Yang Yuwei Yin Hongcheng Guo Jiaheng Liu Bing Wang Liqun Yang Zhoujun Li OffRL LRM 60 16 0 24 Jun 2024
LLM-Vectorizer: LLM-based Verified Loop Vectorizer Jubi Taneja Avery Laird Cong Yan Madan Musuvathi Shuvendu K. Lahiri 13 3 0 07 Jun 2024
Compiler generated feedback for Large Language Models Dejan Grubisic Chris Cummins Volker Seeker Hugh Leather 16 5 0 18 Mar 2024
How Multimodal Integration Boost the Performance of LLM for Optimization: Case Study on Capacitated Vehicle Routing Problems Yuxiao Huang Wenjie Zhang Liang Feng Xingyu Wu Kay Chen Tan 23 10 0 04 Mar 2024
Priority Sampling of Large Language Models for Compilers Dejan Grubisic Chris Cummins Volker Seeker Hugh Leather 26 6 0 28 Feb 2024
The Landscape and Challenges of HPC Research and LLMs Le Chen Nesreen K. Ahmed Akashnil Dutta Arijit Bhattacharjee Sixing Yu ... Vy A. Vo J. P. Muñoz Ted Willke Tim Mattson Ali Jannesari AI4CE 24 19 0 03 Feb 2024
Green Runner: A tool for efficient deep learning component selection Jai Kannan 17 2 0 29 Jan 2024
Limits for Learning with Language Models Nicholas M. Asher Swarnadeep Bhar Akshay Chaturvedi Julie Hunter Soumya Paul 19 21 0 21 Jun 2023
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation Yue Wang Weishi Wang Shafiq R. Joty S. Hoi 204 1,451 0 02 Sep 2021
MLGO: a Machine Learning Guided Compiler Optimizations Framework Mircea Trofin Yundi Qian E. Brevdo Zinan Lin K. Choromanski D. Li 33 62 0 13 Jan 2021
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 245 1,977 0 31 Dec 2020