Keyou (Key) Zheng

About

Hi! I am Keyou Zheng (郑恪悠). I am a novice researcher, a CJK language drifter, and junior design engineer. Outside of doing research and hacking, I am a rhythm game maniac. I am currently working on data-efficient learning and other interesting topics.

News

202605Our paper SPADA was accepted as a poster at ICML 2026 (Acceptance Rate: 26.6%)!
202512I was delighted to receive the National Scholarship (~Top 1.5%)!
202509One paper was published in Applied Soft Computing!
202506One paper was accepted by Robotics and Computer-Integrated Manufacturing!

Education

202704-203004(Expected)

Hokkaido University · Laboratory of Media Dynamics (LMD)

PhD in Information Science

202309-202606

Guangdong University of Technology

MEng. in Mechanical Engineering

201909-202306

Guangdong University of Finance and Economics

BEng. in Computer Science

Publications

2026

SPADA: A Verifiable Test-Driven Agent for Controllable Parametric CAD Assembly Generation

Zheng K., Su X., Leng J.*

The Forty-Third International Conference on Machine Learning (ICML 2026)

Conference Paper·CCF-A·Poster·Acceptance Rate: 26.6%
2026

AIGC-empowered Smart Manufacturing: Prospects and Challenges

Leng J., Zheng K., Li R., Chen C., Wang B., Liu Q.*, Chen X., Shen W

Robotics and Computer-Integrated Manufacturing

Journal Article·JCR Q1·IF 11.4·DOI
2025

Towards Agentic Smart Design: An Industrial Large Model-driven Human-in-the-loop Agentic Workflow for Geometric Modelling

Zheng K., Zhong Y., Su X., Leng J.*, Liu Q., Chen X

Applied Soft Computing

Journal Article·JCR Q1·IF 6.6·DOI

Experience

202508 - 202605

Code-based CAD Assembly Generation

State Key Lab of Manufacturing Technology & Equipment
Built a verifiable benchmark and an LLM agent for controllable code-based CAD generation under executable constraints.

202412 - 202505

Human-in-the-loop CAD Generation Workflow

State Key Lab of Manufacturing Technology & Equipment
Designed a HITL agentic workflow for Code-based CAD generation maintaining code validity and human preference.

202412 - 202507

Automated Color Difference Control & Calibration

Vograce
Built a machine-vision pipeline for closed-loop color consistency control in customized print production.

Skills

Awards & Honors

2025

National Scholarship

Ministry of Education, China

2024, 2025

Scholarship in Academic Excellence

Guangdong University of Technology

2023

Freshman Entrance Scholarship

Guangdong University of Technology

2020, 2021, 2022

Scholarship in Academic Excellence

Guangdong University of Finance & Economics

Patents

202407

Interaction extraction and demand-manufacturing matching from service interaction context

Leng J., Zheng K., Xie J., Li R., Xu C., Liu Q.

Disclosed · CN 202410950697.2

202405

Defect prediction methods based on multi-feature parallel multi-stage neural network (MF-PMSNN)

Leng J., Xie J., Zheng K., Li R., Xu C., Liu Q.

Disclosed · US 18/662,981

202403

Flexible needle puncture path planning based on deep reinforcement learning

Leng J., Zheng K., Zhong Y., Xie J., Li R., Xu C., Liu Q.

Disclosed · CN 202410273298.7

202403

Unified value-chain middleware for manufacturing and its digital-twin system

Leng J., Zhong Y., Zheng K., Li R., Xu C., Liu Q.

Disclosed · CN 202410368790.2

Copyrights

2025

Multi-feature fusion print color difference detection system

Zheng K., Zhong Y., Leng J.

Authorized · China

2025

Vision intelligence-based personalized print color difference analysis system

Zheng K., Zhong Y., Leng J.

Authorized · China

Misc