Shuo Ren

PhD Candidate · Computer Science and Engineering · The Chinese University of Hong Kong

I am currently a third-year PhD candidate in the Department of Computer Science and Engineering at The Chinese University of Hong Kong (CUHK), affiliated with IDEALab. I am supervised by Prof. Tsung-Yi Ho (IEEE Fellow) and work closely with Prof. Bei Yu. I am also a research intern at Hong Kong Science Park.

My research lies in Electronic Design Automation (EDA), with a focus on Agentic EDA and 3D-IC design: building long-horizon, tool-grounded LLM agents for physical-design workflows such as QoR optimization and post-route ECO, and developing floorplanning and design-space exploration methods for 3D integrated circuits and chiplet-based systems.

Agentic EDA 3D-IC Floorplanning Chiplet Design Physical Design Mathematical Optimization
Photo of Shuo Ren

Selected Research

AgenticPD framework
ASP-DAC 2027

AgenticPD: Stage-Aware Agentic Physical Design QoR Optimization

Formulates physical-design QoR tuning as a stage-aware tree search over floorplan, placement, CTS and routing checkpoints, with a Judge Agent navigating reusable intermediate design states.

AgenticECO framework
Preprint 2026

AgenticECO: Failure-Conditioned Agentic Repair for Post-Route ECO

Formulates post-route ECO for 3D-IC design as failure-conditioned agentic repair. Typed timing, routing, layout and violation evidence drives deterministic repair programs executed outside the LLM, and every edit must pass immutable DRC, timing, equivalence and preservation gates.

Partitioning-free 3D-IC floorplan framework
ASP-DAC 2026

Partitioning-free 3D-IC Floorplan

Removes the up-front netlist partitioning step and jointly optimizes block placement and die assignment directly under physical constraints.

CLIP-3D framework
Preprint 2026

CLIP-3D: Architecture-level Shift-left in 3D-IC Design

Connects gem5, McPAT, CACTI, HotSpot and analytical 3D floorplanning to expose floorplan-driven thermal, wire and cache effects during architecture exploration. Improves realized BIPS by 13.75% on average across thermally binding configurations.

Chiplet3D framework
Preprint 2026

Chiplet3D: Pin- and Thermal-Aware 3D Chiplet Floorplanning

Embeds exact pin transformations and a convolutional 3D thermal field inside a MILP floorplanner to co-optimize wirelength and temperature. Cuts wirelength by 39–43% and peak temperature by up to 45.9 °C versus prior baselines.

AutoLPBench framework
Preprint 2026

A²utoLPBench: Auto-Generated LP Benchmark via Inverse-KKT

Replaces fixed LP-from-text corpora with an inverse-KKT generator and an agent-runnable Docker environment that produces unlimited problems with certified optima and tunable difficulty.

3D-IC rectilinear floorplanning flow
Under submission

3D-IC Rectilinear Floorplanning

Unifies global rectilinear floorplanning and legalization for 3D-IC layouts with irregular block shapes.

Publications & Preprints

  1. AgenticPD: A Stage-Aware Agentic Framework for Physical Design QoR Optimization.
    Shuo Ren, et al. Asia and South Pacific Design Automation Conference (ASP-DAC), 2027.
    papercode
  2. Partitioning-free 3D-IC Floorplan.
    Shuo Ren, et al. Asia and South Pacific Design Automation Conference (ASP-DAC), 2026.
    paperslides
  3. Expert-level Leaf Cell Layout Generation via Preference-Optimized LLM.
    Yaohui Han, Rongliang Fu, Yanming Liu, Shuo Ren, Shuai Dong, Yunpeng Wang, Tinghuan Chen, Bei Yu, Tsung-Yi Ho. International Conference on Machine Learning (ICML), 2026.
  4. THLR: A Top-down Hierarchical Logic Rewrite Framework for Xor-Majority-Inverter Graphs.
    Ran Zhang, Rongliang Fu, Shuo Ren, Wenxing Li, Da Wang, Fei Wang, Xiaochun Ye, Tsung-Yi Ho, Junying Huang. ACM Great Lakes Symposium on VLSI (GLSVLSI), 2026.
    page
  5. AgenticECO: Failure-Conditioned Agentic Repair for Post-Route ECO in 3D-IC Design.
    Shuo Ren, et al. Preprint, 2026.
    paper
  6. CLIP-3D: Architecture-level Shift-left in 3D-IC Design.
    Shuo Ren, et al. Preprint, 2026.
    paper
  7. Chiplet3D: Pin- and Thermal-Aware 3D Chiplet Floorplanning via Convolution-Embedded MILP.
    Shuo Ren, et al. Preprint, 2026.
    paper
  8. A²utoLPBench: An Auto-Generated, Agent-Friendly LP Benchmark via Inverse-KKT Construction.
    Shuo Ren, et al. Preprint, 2026.
    paper
  9. AstroVLM: Expert Multi-agent Collaborative Reasoning for Astronomical Imaging Quality Diagnosis.
    Yaohui Han, Tianshuo Wang, Zixi Zhao, Zhengchun Zhu, Shuo Ren, Yiru Wang, Rongliang Fu, Tinghuan Chen, Tsung-Yi Ho. Preprint, 2026.
    paper
  10. An Efficient Solution Space Exploring and Descent Method for Packing Equal Spheres in a Sphere.
    Jianrong Zhou, Shuo Ren, et al. Computers & Operations Research, vol. 164, 106522, 2024.
  11. A Local Dynamic Programming Algorithm for the Exact 0-1 Knapsack Problem Based on Greedy Backtracking.
    Shuo Ren, et al. China Theory of Computer Science Conference (CCF NCTCS), 2022.

Experience & Education

Research Intern, EDA Research Lab

May 2026 – Present Hong Kong Science Park
  • Developing agentic 3D-IC workflows that couple LLM agents with industrial physical-design tools for partitioning and design-space exploration.
  • Investigating 3D-IC design-space exploration under architecture-level performance and thermal constraints.

Research Collaboration, ABCO Project (CUHK Industry Collaboration)

Mar 2025 – Apr 2026 Hong Kong Science Park
  • Built the physical-design-to-architecture feedback loop behind CLIP-3D, connecting analytical 3D floorplanning with gem5, McPAT, CACTI and HotSpot.
  • Explored hybrid-bonding ratio selection in 3D-IC partitioning and its effect on wirelength, footprint and integration cost.

PhD in Computer Science and Engineering

Sep 2024 – Present The Chinese University of Hong Kong (CUHK)
  • Postgraduate Studentship (full scholarship). Advisor: Prof. Tsung-Yi Ho; working closely with Prof. Bei Yu.

BEng in Computer Science and Technology

Sep 2020 – Jun 2024 Huazhong University of Science and Technology (HUST), Wuhan
  • GPA 3.93/4.00, top 1.5% of the major. National Scholarship of China.

Awards & Honors

Graduate
HKSTP Ideation Programme Grant (HKD 100,000)Hong Kong Science and Technology Parks Corporation · Project BicroLabs.AI
2026
Global Social Impact Projects Scheme (G-SIPS) GrantCUHK Office of Student Affairs · Team EYRA, co-leader
2025 – 2026
First Prize, ChipletComp@Wuhan Competition
2025
Postgraduate Studentship (full scholarship)The Chinese University of Hong Kong
2024
Undergraduate
National Scholarship of ChinaMinistry of Education of China
2021
Meritorious Winner, American Mathematical Contest in Modeling (MCM)
2022
National Special Award, RoboMaster University Championship Robot Developer Competition
2022
National First Prize, China Software Open Source Innovation Contest
2022
National Second Prize, Integrated Circuit EDA Design Elite Challenge
2022
Provincial First Prize, China Undergraduate Mathematical Contest in Modeling
2022

Service & Teaching

Professional Service
Reviewer, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD)
2024 – present
Program Committee Member, AAAI Conference on Artificial IntelligenceReviewer, AAAI 2025
2027
Reviewer, Asia and South Pacific Design Automation Conference (ASP-DAC)
2027
Reviewer, International Conference on Field-Programmable Logic and Applications (FPL)
2026
Member, CUHK CSE PhD Admission Student CommitteeInaugural committee
2027
Teaching
Teaching Assistant, ENGG2440 Discrete Mathematics for EngineersThe Chinese University of Hong Kong
Fall 2024, Fall 2025
Teaching Assistant, CSCI1530 Computer Principles and Java ProgrammingThe Chinese University of Hong Kong
Spring 2025

Technical Skills

Languages
Python, C/C++, Java, SQL, MATLAB, Verilog
EDA & Systems
OpenROAD / ORFS, Innovus, static timing analysis and 3D-IC flows, gem5, McPAT, CACTI, HotSpot, Linux, Git
Agents & ML
Tool-use and multi-agent systems, structured tool APIs, Docker evaluation harnesses, PyTorch

Contact

Email is the best way to reach me: sren@cse.cuhk.edu.hk or renshuo139@gmail.com.

Department of Computer Science and Engineering, The Chinese University of Hong Kong, Shatin, N.T., Hong Kong