Naibo Wang 王乃博
百人计划研究员 · 浙江大学软件学院
数据科学博士 · 新加坡国立大学
Ph.D. of Data Science · National University of Singapore
100-Young Professor · School of Software Technology, Zhejiang University
教师主页
EasySpider
让世界每个角落，都能 Hello World.
Let every corner of the world say Hello World.
Let every corner of the world say Hello World.
【硕博招生】欢迎对Agentic AI / AI Agent（大模型）、系统软件智能开发、软件工程、机器人流程自动化、服务计算、并行/云计算/分布式系统等领域感兴趣的同学加入我的研究团队攻读浙江大学硕士或博士学位，也欢迎优秀本科生来组进行科研实习。如感兴趣请邮件联系。
Research Interests:
Bio
I am now a 100-Young Professor at School of Software Technology, Zhejiang University.
I received my Ph.D. degree in Data Science (May 2025) from the Institute of Data Science, National University of Singapore, supervised by Prof. NG See-Kiong, focusing on Model-Centric Collaborative Machine Learning. GPA: 5.0 / 5.0
I received my Master's degree (June 2020, age 22) from College of Computer Science and Technology, Zhejiang University, supervised by Prof. Jianwei Yin and tutored by Dr. Zhiling Luo. GPA: 4.0 / 4.0
I received my B.S. degree in Computer Science and Technology from Xidian University (2017). GPA: 3.6 / 4.0
I grew up in Shenxian No.1 Middle School, County Shen, Liaocheng, Shandong Province, China.
I developed the open-source no-code web crawler EasySpider, which has gained 30K+ stars on GitHub. I have independently completed nearly 40 projects across 15+ programming languages. I have won 20+ awards, including the National Scholarship and the Graduate Star (top 10 of 5000 students).
My undergraduate graduation project (Parallel Design of Convolution Neural Network Based on OpenCL) achieved ~300× speedup and was awarded the University's Excellent Graduation Thesis.
News
Feb 21, 2026
Our paper was accepted to CVPR 2026 CCF-A
Aug 20, 2025
Our paper was accepted to EMNLP 2025 TOP NLP
Aug 05, 2025
I joined School of Software Technology, Zhejiang University as a 100-Young Professor（百人计划研究员）
May 31, 2025
I received my Ph.D. degree in Data Science from Institute of Data Science, National University of Singapore
Apr 23, 2025
I passed my Ph.D. defense
Jul 30, 2024
My patent Service Packaging Method Based on Web Page Segmentation and Search Algorithm was granted by the United States Patent and Trademark Office, as first inventor US Patent
Jul 16, 2024
Our paper was accepted to ACM Multimedia 2024 (MM 24) CCF-A
Apr 23, 2024
I was invited as a reviewer for MM 24
Jan 29, 2024
I was invited as a reviewer for TST
Nov 07, 2023
Our paper was accepted to TMLR
Oct 19, 2023
I received the NUSGS Research Incentive Award Award
Jul 10, 2023
I was invited as a reviewer for TKDE 2023
Jul 01, 2023
EasySpider reached 30K+ stars on GitHub — a milestone I am really proud of ⭐ 30K+
Jun 09, 2023
EasySpider reached 10K+ stars on GitHub, developed entirely by myself ⭐ 10K+
May 12, 2023
I was invited to serve as a reviewer for TKDE 2023
May 01, 2023
I took a selfie with Turing Award winner Bob Metcalfe during my trip in the USA
Mar 07, 2023
Our paper was accepted to WWW 2023 CCF-A
Jan 04, 2023
I was invited to serve as a reviewer for TKDE 2023
Oct 14, 2022
I passed the Technology Authentication of Proinn（程序员客栈） and achieved level T4
Oct 03, 2022
I worked as a part-time GPU server administrator at IDS, NUS — where I designed IDSCheck, a tool for users to check GPU status, kill zombie processes, and send anonymous overuse alerts
Sep 30, 2022
I was invited to serve as a reviewer for TKDE 2022
Sep 25, 2022
I published CommandlineConfig on GitHub — it got 200+ stars and 100+ forks, and was starred by a Big V from Weibo with 800K+ followers & the PipeDream founder ⭐ 200+
Aug 04, 2022
My patent Service Packaging Method Based on Web Page Segmentation and Search Algorithm was published by the US Patent Office, as first inventor US Patent
Jul 08, 2022
I received an invitation to the HUAWEI Genius Boy（华为天才少年）Plan
Jun 01, 2022
I achieved a full CAP 5.0/5.0 at National University of Singapore GPA 5.0
May 17, 2022
My patent 一种自定义提取流程的服务封装系统 was granted by 中国国家知识产权局, as first inventor CN Patent
Apr 01, 2022
My patent 一种基于网页分割和搜索算法的服务包装方法 was granted by 中国国家知识产权局, as student first inventor CN Patent
Mar 30, 2022
I published Bilibili-XMLSubtitle-to-ASS on GitHub — 40+ stars
Nov 02, 2021
My paper about Federated Learning was published at TKDE
Nov 11, 2020
My paper on User Churn Prediction was published at IEEE SMDS and won the Best Paper Award Best Paper
Aug 01, 2020
I started my Ph.D. at Institute of Data Science, NUS, with the Presidential Scholarship（校长奖学金） Presidential
Jun 30, 2020
I received my Master's degree in Computer Science and Technology from Zhejiang University
May 01, 2020
I received multiple Ph.D. offers from the USA, Hong Kong, and Singapore — and chose NUS with the Presidential Scholarship（校长奖学金）
Oct 01, 2019
I interned at the School of Computing, National University of Singapore
Sep 20, 2019
I took the GRE: scored QR 170/170 + VR 157/170 + AW 4.0
Jul 13, 2019
I took the TOEFL and scored 103
Apr 30, 2019
My paper on Crossover Service Model was published at IEEE SERVICES
Dec 10, 2018
I achieved a full GPA 4.0/4.0 at Zhejiang University GPA 4.0
Sep 18, 2017
I served as the Graduate Monitor（班长） at Zhejiang University
Sep 16, 2017
I started my graduate studies at Zhejiang University
Aug 01, 2017
I developed and sold a publicity portal for Zhengzhou Tiger-Fuse fitness coach training company（郑州泰格弗斯）
Jul 01, 2017
I received my Bachelor's degree in Computer Science and Technology from Xidian University
Jun 30, 2017
I made 10+ videos at Xidian University, all with high ratings and lots of views
Jun 28, 2017
I served as chief editor of the Three-Thinking Journal（三思院刊）, the employment guidance manual, and as brochure designer for Zhongnan Culture Academy
Jun 08, 2017
I was awarded the Graduate Star（毕业生之星，特奖） at Xidian University — Top 10 out of 5000 graduates, presented by Academician Prof. Zhonglin Wang Top 10/5000
Jun 06, 2017
I was recommended for admission to Zhejiang University (保送), College of Computer Science and Technology, for graduate studies
Jun 01, 2017
My graduation project Parallel design of CNN based on OpenCL won the Best Graduation Project Award（最佳毕业论文奖） — 1 out of 25 Best Project
Dec 28, 2016
I won 20+ prizes at Xidian University, including the Internet Plus Contest Second Prize（互联网+大赛）
Dec 10, 2016
I served as Director of the undergraduate office at Xidian University
Nov 27, 2016
I won the Outstanding Player Award in the first CCF-CCSP 大学生计算机系统与程序设计竞赛
Sep 01, 2016
I received the National Scholarship（国家奖学金） from the Ministry of Education of China — ranking Top 1 out of 130 National
Aug 20, 2016
My GPA was 3.6/4.0 overall and 3.8/4.0 for CS courses at Xidian University GPA 3.6
Aug 15, 2016
I developed a Net class system（网课系统） and sold it to 中央财经大学 — it had 600 daily active users
Aug 01, 2016
I developed a 成绩单和证书预约系统 and sold it to the School of Physics at Xidian University
Jul 30, 2016
I ranked 成绩第一名 in my class (1/133) and the entire school (1/500+) for the third year
Jul 02, 2016
I developed a 螃蟹验证码识别系统 and a 留学生信息管理系统, and sold them to two companies
Jun 29, 2016
I completed the National Entrepreneurship Program（国创）project "学吧学霸" at Xidian University
May 10, 2016
I won the first prize in the ACM competition
Sep 03, 2015
I developed the 三思学生服务平台 and sold it to the School of CS at Xidian University — it served 300 DAU and 100K requests per year
Sep 01, 2015
I served as team leader for a 校级暑期优秀实践队伍
Sep 01, 2013
My video 莘县一中50级美好的回忆 got 10,000+ hits
Aug 24, 2013
I started my undergraduate studies at Xidian University（西安电子科技大学）
Jul 21, 2013
I was enrolled at Xidian University, majoring in Computer Science and Technology
Jun 24, 2013
My College Entrance Exam（高考）score was 624/750, ranking 10018 out of 600,000+ in Shandong Province
Jun 09, 2013
I finished high school at Shenxian No.1 Middle School（莘县第一中学）
Jun 01, 2011
I won the First Prize in the 9th National Primary and Secondary School IT Innovation Competition, Shandong Province 1st Prize
Jan 01, 2011
I served as the Monitor（班长） for 1.8 years
Sep 01, 2010
I started high school at Shenxian No.1 Middle School（莘县一中）
Publications
2026
CVPR
DRAMA: Next-Gen Dynamic Orchestration for Resilient Multi-Agent Ecosystems in Flux
The IEEE/CVF Conference on Computer Vision and Pattern Recognition 2026 (CVPR 2026) CCF-A
Corresponding Author*
2025
EMNLP
AgentPro: Enhancing LLM Agents with Automated Process Supervision
The 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025) · Top NLP Conference
2024
MM
One-Shot Sequential Federated Learning for Non-IID Data by Enhancing Local Model Diversity
ACM Multimedia 2024 (MM 2024) CCF-A
2023
TMLR
Data-Free Diversity-Based Ensemble Selection for One-Shot Federated Learning
Transactions on Machine Learning Research (TMLR)
2023
WWW
2021
TKDE
A Survey on Federated Learning Systems: Vision, Hype and Reality for Data Privacy and Protection
IEEE Transactions on Knowledge and Data Engineering (TKDE)
2020
SMDS
A Latent Feelings-aware RNN Model for User Churn Prediction with Behavioral Data
IEEE International Conference on Smart Data Services (SMDS 2020)
2019
SERV.
A Scenario-based Requirement Model for Crossover Healthcare Service
IEEE World Congress on Services (SERVICES 2019)
Patents
Service Packaging Method Based on Web Page Segmentation and Search Algorithm
一种自定义提取流程的服务封装系统 (A Service Wrapper System for Customizing Extraction Processes)
一种基于网页分割和搜索算法的服务包装方法 (A Service Wrapper Method Based on Web Page Segmentation and Searching Algorithms)
Projects
Ph.D. Period @ NUS (2020–2025)
Process-Supervised Training for LLM Agents — AgentPro
Developed AgentPro, an automated process supervision framework leveraging Monte Carlo Tree Search (MCTS) to generate step-by-step annotations for supervising intermediate reasoning of LLM agents. Built process reward models for fine-grained evaluation and designed rejection sampling to avoid incorrect reasoning paths. Achieved up to 6.32% accuracy improvement on HotpotQA and three other benchmarks.
Model-Centric Collaborative Machine Learning
Developed a machine learning model marketplace enabling users to share, trade, and manipulate ML models (ensemble, fusion, search, recommendation). Proposed model-centric federated algorithms addressing model sharing, fusion, and maintenance across service providers. Published in top-tier venues including ACM Multimedia and TKDE.
Cryptocurrency Trade Market Platform
Built a full Cryptocurrency Trade Market/Platform as full-stack engineer. Responsible for complete frontend and part of backend, database design, requirement analysis, and secure server deployment. Supports free buy/sell with adjustable GUI.
Graduate Period @ ZJU (2017–2020)
EasySpider — No-Code Visual Web Crawler ⭐ 30K+ GitHub Stars
A service wrapper system converting web page data into web services. A rookie user can design and generate a web crawler in minutes without any prior knowledge. Features automatic page analysis, crawler rule generation, and a user-friendly GUI. Published at WWW 2023 (CCF-A).
Scenario-Based Requirement Model for Crossover Healthcare Service
Proposed SBRM defining requirements as WHO, SCENARIOs, PROCESSes, and RULEs. Designed a DSL and prototype system verified in a real MEH (medical, eldercare, healthcare) crossover service case. Demonstrated satisfactory efficiency, effectiveness, and reusability.
LaFee — RNN Model for User Churn Prediction
Proposed a RNN model called LaFee to extract latent feelings while predicting user churn, mitigating the challenge of lacking users' real feelings. Introduced BMM-UCP for behavioral-data-only churn prediction. Received Best Paper Award at IEEE SMDS 2020.
Undergraduate Period @ XDU (2013–2017)
Parallel CNN Design Based on OpenCL (Graduation Project)
Completed parallel design of CNN based on OpenCL, verified on Intel CPU, AMD GPU, and NVIDIA GPU platforms. Proposed optimizations including single/multi-convolution task parallel and batch processing. Achieved ~375× speedup over serial execution. Awarded Best Graduation Thesis.
Three-Thinking Student Service Platform（三思学生服务平台）
A comprehensive campus platform for Xidian University providing news, GPA queries, transcript ordering, graduation project grading, summer camp information, and more. Reached 100,000+ total requests/year with 300 daily active users. Still in use years after graduation.
Other Systems & Projects
Android apps (Weather Treasure, Study Harder), Network class system (600 DAU, sold to Central University of Finance and Economics), Transcript reservation system (Xidian), Crab verification code recognition service, International student info management system, High-resolution satellite image grid service platform, Intelligent indoor navigation (embedded), and more.
Other Information
Social Works
- Graduate Monitor @ ZJU · Director of Undergraduate Office · Monitor in Senior High School
- Chief Editor of Journal "Three-Thinking" @ XDU; Chief Editor of Employment Guidance Manual for Graduates of XDU
- Main designer of brochure of Zhongnan Culture Academy (XDU College of Humanities)
- Modern History Speech Group Leader · MAO Project Group Leader · School-Level Summer Practice Team Leader
- Served as reviewer for TKDE 2022/2023, MM 24, TST
Skills & Hobbies
- Photoshop, typesetting, and video production (special effects, music processing, video editing)
- Editor-in-chief, proofreader and typesetter of various publications; director, screenwriter and post-production of micro films
- Hosted dozens of speeches and participated in various school activities
- Loves music appreciation and badminton
- 15+ programming languages across nearly 40 independent projects
Contact
Email
Homepage
Office Address
浙江大学宁波国际科创中心（宁波校区）3 号楼 303，浙江大学软件学院，宁波，中国