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Dingyi Zhuang is a Senior Machine Learning Engineer at TikTok, where he develops time-series forecasting and agentic AI systems for supply-chain optimization. He received his Ph.D. in Transportation from the Massachusetts Institute of Technology (MIT), advised by Prof. Jinhua Zhao, and was a member of the UrbanAI Lab.


His research focuses on three main areas: AI Agents and Foundation Models, including agentic systems, recursive self-improvement, and multimodal reasoning; Intelligent Transportation and Autonomous Systems, including spatiotemporal learning and autonomous driving; and Trustworthy AI, including uncertainty quantification, reliability, calibration, and fairness. His work applies AI and machine learning techniques to transportation, urban planning, and complex decision-making systems.


Dingyi received his M.Eng. from McGill University under the supervision of Prof. Lijun Sun and his B.Sc. in Mechanical Engineering from Shanghai Jiao Tong University under the supervision of Prof. Jiangang Jin. He also conducted research at the National University of Singapore (NUS) under Prof. Lee Der-Horng. His previous research experience includes the Bosch Center for Artificial Intelligence, Morgan Stanley’s Machine Learning Research Team, and the Singapore-MIT Alliance for Research and Technology (SMART).

Year of Publication:

Venue:

Building and Environment 2025

2025

Publication Type:

Journal

Status: 

Published

Authors:

Mingyi He (MIT), Yuebing Lian (SMART), Shenhao Wang (UF), Yunhan Zheng (SMART), Qingyi Wang (MIT), Dingyi Zhuang (MIT), Li Tian (Tsinghua University), Jinhua Zhao (MIT)

Year of Publication:

Venue:

KDD Conference 2026

2026

Publication Type:

Conference

Status: 

Published

Authors:

Minwei Kong (SMART), Ao Qu (MIT), Xiaotong Guo (MIT), Wenbin Ouyang (MIT), Chonghe Jiang (MIT), Han Zheng (MIT), Yining Ma (MIT), Dingyi Zhuang (MIT), Yuhan Tang (MIT), Junyi Li (SMART), Hai Wang (SMU), Cathy Wu (MIT), Jinhua Zhao (MIT)

Year of Publication:

Venue:

AAAI, 2025

2025

Publication Type:

Conference

Status: 

Published

Authors:

Xinke Jiang (UESTC), Wentao Zhang (ShanghaiTech), Yuchen Fang (UESTC), Xiaowei Gao (UCL), Hao Chen (UCAS), Haoyu Zhang (ZUEL), Dingyi Zhuang (MIT), Jiayuan Luo (UM)

Year of Publication:

Venue:

Elsevier

2025

Publication Type:

Journal

Status: 

Published

Authors:

Xiaowei Gao (UCL), Xinke Jiang (PKU), Dingyi Zhuang (MIT), James Haworth (UCL), Shenhao Wang (UF), Ilya Ilyankou (UCL), Huanfa Chen (UCL)

Year of Publication:

Venue:

IEEE Transactions on Pattern Analysis and Machine Intelligence

2025

Publication Type:

Journal

Status: 

Published

Authors:

Xinyu Chen (MIT), Dingyi Zhuang (MIT), HanQin Cai (University of Central Florida), Shenhao Wang (UF), Jinhua Zhao (MIT)

Year of Publication:

Venue:

13th International Conference on Learning Representations (ICLR-25)

2025

Publication Type:

Conference

Status: 

Published

Authors:

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