30 citations · 31 across the 8 of their papers we have counts for
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cs.LG2025
DynamicRTL: RTL Representation Learning for Dynamic Circuit Behavior
Ruiyang Ma, Yunhao Zhou, Yipeng Wang +9
There is a growing body of work on using Graph Neural Networks (GNNs) to learn representations of circuits, focusing primarily on their static characteristics. However, these model…
cs.AR2025
Wit-HW: Bug Localization in Hardware Design Code via Witness Test Case Generation
Ruiyang Ma, Daikang Kuang, Ziqian Liu +3
Debugging hardware designs requires significant manual effort during hardware development. After engineers identify a bug-triggering test case in simulation-based hardware verifica…
cs.CR2025★ 1 cited
Bridging the Gap between Hardware Fuzzing and Industrial Verification
Ruiyang Ma, Tianhao Wei, Jiaxi Zhang +3
As hardware design complexity increases, hardware fuzzing emerges as a promising tool for automating the verification process. However, a significant gap still exists before it can…