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Wenkai Li

2 papers indexed

arxivcs.ARcs.AIcs.LG2026-07-17

RTL-Sequencer: Towards Scalable RTL Timing Prediction with the Sequence-based Paradigm

Ziyan Guo, Wenji Fang, Wenkai Li, Yuchao Wu, Shang Liu, Zhiyao Xie

Accurate timing prediction at the register-transfer level (RTL) is a longstanding challenge in design automation. Existing graph-based methods struggle with limited receptive fields, high complexity, and a lack of signal directionality. We present RTL-Sequencer, a novel sequence-…

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crossrefMachine Learning: Science and Technology2026-07-08

A physics-informed deep operator network for modeling of atmospheric RF plasmas

Wenkai Li, Kun Sun, Yuantao Zhang

Abstract Fast surrogate modeling of atmospheric radio-frequency (RF) plasma fluid systems is useful for accelerating parameter scans and supporting rapid system design. However, traditional discretization methods, such as finite difference or finite element methods, remain comput…

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