3 papers
cs.LG2025
DiffPattern-Flex: Efficient Layout Pattern Generation via Discrete Diffusion
Zixiao Wang, Wenqian Zhao, Yunheng Shen +4
Recent advancements in layout pattern generation have been dominated by deep generative models. However, relying solely on neural networks for legality guarantees raises concerns i…
cs.CL2024
ChatPattern: Layout Pattern Customization via Natural Language
Zixiao Wang, Yunheng Shen, Xufeng Yao +4
Existing works focus on fixed-size layout pattern generation, while the more practical free-size pattern generation receives limited attention. In this paper, we propose ChatPatter…
cs.AR2023
SoC-Tuner: An Importance-guided Exploration Framework for DNN-targeting SoC Design
Shixin Chen, Su Zheng, Chen Bai +4
Designing a system-on-chip (SoC) for deep neural network (DNN) acceleration requires balancing multiple metrics such as latency, power, and area. However, most existing methods ign…