activity
20212025
most citedVerilogReader: LLM-Aided Hardware Test Generation

30 citations · 31 across the 8 of their papers we have counts for

collaborators

8 papers

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…

cs.SE2024★ 30 cited

VerilogReader: LLM-Aided Hardware Test Generation

Ruiyang Ma, Yuxin Yang, Ziqian Liu +4

Test generation has been a critical and labor-intensive process in hardware design verification. Recently, the emergence of Large Language Model (LLM) with their advanced understan…

cs.AR2023

MEC: An Open-source Fine-grained Mapping Equivalence Checking Tool for FPGA

Liwei Ni, Zonglin Yang, Jiaxi Zhang +6

Technology mapping is an essential step in EDA flow. However, the function of the circuit may be changed after technology mapping, and equivalence checking (EC) based verification…

cs.AI2023

Adaptive Reconvergence-driven AIG Rewriting via Strategy Learning

Liwei Ni, Zonglin Yang, Jiaxi Zhang +4

Rewriting is a common procedure in logic synthesis aimed at improving the performance, power, and area (PPA) of circuits. The traditional reconvergence-driven And-Inverter Graph (A…

cs.LG2023

Fast Exact NPN Classification with Influence-aided Canonical Form

Yonghe Zhang, Liwei Ni, Jiaxi Zhang +3

NPN classification has many applications in the synthesis and verification of digital circuits. The canonical-form-based method is the most common approach, designing a canonical f…

cs.CC2023

Rethinking NPN Classification from Face and Point Characteristics of Boolean Functions

Jiaxi Zhang, Shenggen Zheng, Liwei Ni +2

NPN classification is an essential problem in the design and verification of digital circuits. Most existing works explored variable symmetries and cofactor signatures to develop t…

cs.CC2021

Enhanced Fast Boolean Matching based on Sensitivity Signatures Pruning

Jiaxi Zhang, Liwei Ni, Shenggen Zheng +4

Boolean matching is significant to digital integrated circuits design. An exhaustive method for Boolean matching is computationally expensive even for functions with only a few var…