reinforcement learning 3code generation 2agentic RL 1algorithm optimization 1approximate nearest neighbor search 1competitive programming 1contrastive learning 1cuda optimization 1gpu performance 1large language models 1multi-agent systems 1retrieval-augmented generation 1
From the 3 of 4 linked papers with an AI index.
1 citations · 1 across the 4 of their papers we have counts for
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cs.AI2026
GrandCode: Achieving Grandmaster Level in Competitive Programming via Agentic Reinforcement Learning
DeepReinforce Team, Ornith Team, Xiaoya Li +4
The paper presents GrandCode, a multi‑agent reinforcement learning system that integrates hypothesis generation, solving, test creation, and summarization modules, and uses a new A…
cs.AI2026★ 1 cited
CUDA-L1: Improving CUDA Optimization via Contrastive Reinforcement Learning
Xiaoya Li, Albert Wang, Guoyin Wang +2
The paper presents CUDA-L1, a reinforcement learning system that automatically optimizes CUDA code using a contrastive RL algorithm, achieving large speedups on GPU kernels without…