Author

Yunji Chen

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#machine learning Preprint Sep 2026

KernelZero: Co-Evolving Proposer and Coder for Continuously Improved GPU Kernel Generation

High-performance GPU kernels are essential to modern machine learning systems, yet automatically generating kernels that are both correct and efficient remains challenging. Existing LLM-based approaches face two major limitations: the scarcity of high-quality training data aligned with the model's current capabilities,...

Changxin Ke, Rui Zhang, Zi-Xiang Fang et al. · 0 citations

Conference Open access Sep 2026

QiMeng-VPID: Verification-Grounded Port-Level Iterative Decomposition for Complex Verilog Generation

This work proposes VPID, a multi-agent framework for generating complex Verilog that achieves monotonic functional improvement and introduces an experience-guided reﬁnement strategy that distills historical waveform mismatches into constraints, guiding the targeted debugging for the unveriﬁed ports.

Hong-Guang Wang, Jiaming Guo, Rui Zhang et al. · Proceedings of the Thirty-Fi... · 0 citations