activity
20232026
most citedRTLCoder: Outperforming GPT-3.5 in Design RTL Generation with Our Open-Source Dataset and Lightweight Solution

95 citations · 108 across the 8 of their papers we have counts for

collaborators

8 papers

cs.AR2026

Coverage-Driven RTL Assertion Generation with Formal Exploration and Neuro-Symbolic Refinement

Zhiyuan Yan, Ziyue Zheng, Hongce Zhang

Hardware functional verification relies on high-quality assertions to expose design bugs and establish confidence in Register Transfer Level (RTL) designs. Yet existing assertion m…

cs.LO2026

CircuitProver: Agentic Lean 4 Theorem Proving with Reusable Circuit Proof Library for Hardware Verification

Ziyi Yang, Wenji Fang, Chen Chen +2

Modern integrated circuits (ICs) are becoming increasingly complex, making functional verification a major bottleneck. The dominant hardware formal verification methodology, model…

cs.AR2025

NetTAG: A Multimodal RTL-and-Layout-Aligned Netlist Foundation Model via Text-Attributed Graph

Wenji Fang, Wenkai Li, Shang Liu +3

Circuit representation learning has shown promise in advancing Electronic Design Automation (EDA) by capturing structural and functional circuit properties for various tasks. Exist…

cs.AR2024

AssertLLM: Generating Hardware Verification Assertions from Design Specifications via Multi-LLMs

Zhiyuan Yan, Wenji Fang, Mengming Li +4

Assertion-based verification (ABV) is a critical method to ensure logic designs comply with their architectural specifications. ABV requires assertions, which are generally convert…

cs.AR2024

Annotating Slack Directly on Your Verilog: Fine-Grained RTL Timing Evaluation for Early Optimization

Wenji Fang, Shang Liu, Hongce Zhang +1

In digital IC design, compared with post-synthesis netlists or layouts, the early register-transfer level (RTL) stage offers greater optimization flexibility for both designers and…

cs.AR2024★ 8 cited

AssertLLM: Generating and Evaluating Hardware Verification Assertions from Design Specifications via Multi-LLMs

Wenji Fang, Mengming Li, Min Li +4

Assertion-based verification (ABV) is a critical method for ensuring design circuits comply with their architectural specifications, which are typically described in natural langua…

cs.PL2023★ 95 cited

RTLCoder: Outperforming GPT-3.5 in Design RTL Generation with Our Open-Source Dataset and Lightweight Solution

Shang Liu, Wenji Fang, Yao Lu +3

The automatic generation of RTL code (e.g., Verilog) using natural language instructions and large language models (LLMs) has attracted significant research interest recently. Howe…

cs.AR2023★ 5 cited

MasterRTL: A Pre-Synthesis PPA Estimation Framework for Any RTL Design

Wenji Fang, Yao Lu, Shang Liu +5

In modern VLSI design flow, the register-transfer level (RTL) stage is a critical point, where designers define precise design behavior with hardware description languages (HDLs) l…