PEFT-Arena: Understanding Parameter-Efficient Finetuning from a Stability-Plasticity Perspective
Curriculum vitae · September 2026
Yangyi Huang 黄洋逸
Ph.D. student · Computer Science and Engineering · The Chinese University of Hong Kong
yyhuang@link.cuhk.edu.hk · Homepage · Google Scholar · GitHub
Research interests
Foundation-model training, post-training, parameter-efficient adaptation, and model geometry.
Education
The Chinese University of Hong Kong
Ph.D. student, Computer Science and Engineering
Advisor: Weiyang Liu
Zhejiang University
M.Eng., Software Engineering
Advisor: Deng Cai · State Key Lab of CAD&CG
Zhejiang University
B.Eng., Computer Science
Chu Kochen Honors College
Research experience
Sphere Lab, CUHK
Ph.D. researcher
Working with Weiyang Liu
Westlake University
Research assistant
Working with Yandong Wen
NVIDIA Research
Research intern
Working with Ye Yuan and Umar Iqbal
Xiaohongshu
Research intern, Creative AI
Working with Hongwei Yi
SenseTime Research
Research intern
Selected publications & research projects
* Equal contribution.
Compositional Machine Design as Program Synthesis with LLMs
Orbit: Stable and Efficient Reinforcement Learning for Trillion-Parameter LLMs
Symbolic Graphics Programming with Large Language Models
AdaHuman: Animatable Detailed 3D Human Generation with Compositional Multiview Diffusion
TeCH: Text-guided Reconstruction of Lifelike Clothed Humans
One-shot Implicit Animatable Avatars with Model-based Priors
Service & selected honors
Outstanding Reviewer, CVPR 2025.
Reviewer for CVPR, ICCV, ECCV, BMVC, KDD, TVCG, SIGGRAPH, and ACM Multimedia.
Outstanding Graduate, Zhejiang University (master’s, 2024; undergraduate, 2021).
Outstanding Intern of the Year, SenseTime (2021).
Gold Medal, CCPC Jilin Regional, 4th place (2018).
Gold Medal, ACM-ICPC Asia Xi’an Regional (2017).
个人简历 · 2026 年 9 月
黄洋逸 Yangyi Huang
香港中文大学 · 计算机科学与工程系 · 博士研究生
研究方向
基础模型训练、大语言模型后训练、参数高效适配与模型几何。
教育背景
香港中文大学
计算机科学与工程 · 博士在读
导师:Weiyang Liu
浙江大学
软件工程 · 工学硕士
导师:Deng Cai · CAD&CG 国家重点实验室
浙江大学
计算机科学 · 工学学士
竺可桢学院
研究与实习经历
香港中文大学 · Sphere Lab
博士阶段研究
导师:Weiyang Liu
西湖大学
研究助理
合作导师:Yandong Wen
NVIDIA Research
研究实习生
合作导师:Ye Yuan、Umar Iqbal
小红书
研究实习生 · Creative AI
合作导师:Hongwei Yi
商汤科技研究院
研究实习生
代表论文与研究项目
* 表示共同贡献。
PEFT-Arena: Understanding Parameter-Efficient Finetuning from a Stability-Plasticity Perspective
Compositional Machine Design as Program Synthesis with LLMs
Orbit: Stable and Efficient Reinforcement Learning for Trillion-Parameter LLMs
Symbolic Graphics Programming with Large Language Models
AdaHuman: Animatable Detailed 3D Human Generation with Compositional Multiview Diffusion
TeCH: Text-guided Reconstruction of Lifelike Clothed Humans
One-shot Implicit Animatable Avatars with Model-based Priors
学术服务与获奖
CVPR 2025 优秀审稿人。
担任 CVPR、ICCV、ECCV、BMVC、KDD、TVCG、SIGGRAPH、ACM Multimedia 审稿人。
浙江大学优秀毕业生(硕士:2024 年;本科:2021 年)。
商汤科技年度优秀实习生(2021 年)。
CCPC 吉林站金牌,第 4 名(2018 年)。
ACM-ICPC 亚洲区域赛西安站金牌(2017 年)。