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References (17)

[1]
CudaForge: An Agent Framework with Hardware Feedback for CUDA Kernel Optimization
2025Zijian Zhang, Rong Wang et al.
[2]
From Large to Small: Transferring CUDA Optimization Expertise via Reasoning Graph
2025Junfeng Gong, Zhiyi Wei et al.
[3]
STARK: Strategic Team of Agents for Refining Kernels
2025Juncheng Dong, Yang Yang et al.
[4]
ConCuR: Conciseness Makes State-of-the-Art Kernel Generation
2025Lingcheng Kong, Jiateng Wei et al.
[5]
EvoEngineer: Mastering Automated CUDA Kernel Code Evolution with Large Language Models
2025Ping Guo, Chenyu Zhu et al.
[6]
CUDA-L1: Improving CUDA Optimization via Contrastive Reinforcement Learning
2025Xiaoya Li, Xiaofei Sun et al.
[7]
Kevin: Multi-Turn RL for Generating CUDA Kernels
2025Carlo Baronio, Pietro Marsella et al.
[8]
DAPO: An Open-Source LLM Reinforcement Learning System at Scale
2025Qiying Yu, Zheng Zhang et al.
[9]
KernelBench: Can LLMs Write Efficient GPU Kernels?
2025Anne Ouyang, Simon Guo et al.
[10]
OpenHands: An Open Platform for AI Software Developers as Generalist Agents
2024Xingyao Wang, Boxuan Li et al.
[11]
SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering
2024John Yang, Carlos E. Jimenez et al.
[12]
The Stack: 3 TB of permissively licensed source code
2022Denis Kocetkov, Raymond Li et al.
[13]
ReAct: Synergizing Reasoning and Acting in Language Models
2022Shunyu Yao, Jeffrey Zhao et al.
[14]
Input
2020Jarred Capellman, L. Salin
[15]
Proximal Policy Optimization Algorithms
2017John Schulman, Filip Wolski et al.
[16]
High-Dimensional Continuous Control Using Generalized Advantage Estimation
2015John Schulman, Philipp Moritz et al.
[17]
May the source be with you.
2003S. Mathieson

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