Wenji Fang

Wenji Fang

PhD Candidate

HKUST

About Me

Hi! I’m Wenji Fang (方闻绩), a Ph.D. candidate at the Electronic and Computer Engineering Department of the Hong Kong University of Science and Technology, advised by Prof. Zhiyao Xie. Previously, I received my M.Phil in microelectronics from the Hong Kong University of Science and Technology (Guangzhou), advised by Prof. Hongce Zhang & Prof. Zhiyao Xie, and my B.Eng in electrical engineering from Nanjing University of Aeronautics and Astronautics.

My research focuses on AI for Electronic Design Automation (EDA), with the goal of advancing AI-driven paradigms for VLSI design and verification. I have published 10+ first-author papers in leading EDA and AI venues, including DAC, ICCAD, ASP-DAC, TCAD, and ICLR.

I received the inaugural LLM-Aided Design Fellowship and the 2nd Place Award in the ACM SIGDA Student Research Competition. Beyond academia, I have gained industry experience through my internship at NVIDIA Research and Peng Cheng Laboratory.

Education

PhD Electronic and Computer Engineering

2024-09
Now

HKUST

MPhil Microelectronics

2022-09
2024-08

HKUST(GZ)

BEng Electrical Engineering

2017-09
2021-06

NUAA

Interests

AI for EDA VLSI Design and Verification AI (Multimodal/LLM/Agent)

Research Highlight

Method View: Evolving AI for EDA Paradigms

4. Agentic AI for EDA
— Agentic Design Automation

  • Self-improving agentic RTL optimization: Arxiv'26

3. Foundation AI for EDA
— Circuit Foundation Model

2. Supervised AI for EDA
— Task-Specific Learning

1. EDA Algorithm Development

Task View: VLSI Design and Verification

- Design Quality: PPA Evaluation & Optimization

- Functionality: Correctness Verification

Publications

(first-authored publications)

Under Review
A Survey of Circuit Foundation Model: Foundation AI Models for VLSI Circuit Design and EDA

Wenji Fang, Jing Wang, Yao Lu, Shang Liu, Yuchao Wu, Yuzhe Ma, Zhiyao Xie

ASP-DAC '25
AssertLLM: Generating Hardware Verification Assertions from Design Specifications via Multi-LLMs

Zhiyuan Yan*, Wenji Fang*, Mengming Li, Min Li, Shang Liu, Zhiyao Xie, Hongce Zhang

TCAD '25
Transferable Pre-Synthesis PPA Estimation for RTL Designs With Data Augmentation Techniques

Wenji Fang, Yao Lu, Shang Liu, Qijun Zhang, Ceyu Xu, Lisa Wu Wills, Hongce Zhang, Zhiyao Xie

ICCAD '24
OpenLLM-RTL: Open Dataset and Benchmark for LLM-Aided Design RTL Generation (Invited)

Shang Liu*, Yao Lu*, Wenji Fang*, Mengming Li, Zhiyao Xie

ICCAD '23
MasterRTL: A Pre-Synthesis PPA Estimation Framework for Any RTL Design

Wenji Fang, Yao Lu, Shang Liu, Qijun Zhang, Ceyu Xu, Lisa Wu Wills, Hongce Zhang, Zhiyao Xie

Experience

NVIDIA (Design Automation Research Group) logo
HKUST(GZ) logo

Research Assistant

HKUST(GZ)

Peng Cheng Laboratory logo

VLSI Physical Design Intern

Peng Cheng Laboratory

Awards

  • Inaugural LAD Fellowship, 2025
  • 2nd Place Award of ACM SIGDA Student Research Competition (SRC), ICCAD, 2025
  • ICCAD Student Scholar Program Grant, 2023, 2025
  • IEEE CASS Student Travel Grant, 2025
  • IEEE CEDA Student Travel Grant, 2025
  • DAC Young Fellow, 2024, 2025
  • ISLAD Best Paper Nomination, 2024
  • ISLAD Travel Grant, 2024
  • Full Postgraduate Studentship of HKUST, 2024-Now
  • 3rd Place Award of EDAthon Contest, 2023
  • Full Postgraduate Studentship of HKUST(GZ), 2022-2024
  • Infineon Technology Scholarship, 2020
  • First Class Scholarship of NUAA, 2017-2021

Talks

  • Advancing AI for EDA: from Supervised Learning to Circuit Foundation Models
    • ACM SIGDA Student Research Competition (SRC) @ ICCAD, 2025
    • Institute of Microelectronics of the Chinese Academy of Science, 2025
  • RTL-Stage PPA Prediction for Early Optimization
    • Synopsys, 2025
    • Southeast University, 2025
  • Towards Automatic and Scalable Hardware Formal Verification
    • Intel, 2024
    • MPhil thesis defence, 2024

Services

  • Journal Reviewer
    • IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD)
    • ACM Transactions on Design Automation of Electronic Systems (TODAES)
    • IEEE Transactions on Circuits and Systems Part II: Express Briefs (TCAS-II)
  • Conference Reviewer
    • ICLR 2026 Workshop on AI with Recursive Self-Improvement

Teaching

  • Teaching Assistant
    • Introduction to Computer Organization and Design, HKUST
    • Electronic Design Automation for VLSI Design, HKUST
    • Logic Design Automation of Digital Systems, HKUST(GZ)