2 papers
cs.LG2026
KernelBench-Verified: Do LLM-Generated Kernels Actually Beat PyTorch?
Yunxiang Zhang, Ping Yu, Jianyu Wang +5
Recent large language models (LLMs) can generate custom CUDA kernels that appear to outperform PyTorch on benchmarks such as KernelBench. Building upon this foundational framework,…
cs.CL2025
RESTRAIN: From Spurious Votes to Signals -- Self-Driven RL with Self-Penalization
Zhaoning Yu, Will Su, Leitian Tao +9
Reinforcement learning with human-annotated data has boosted chain-of-thought reasoning in large reasoning models, but these gains come at high costs in labeled data while falterin…