Yimin Zhao


I am a PhD student doing robotics research @ National University of Singapore (NUS). I am a part of the Beadz (Built Environment, Automation, and Digitalization) Lab, supervised by Prof. Yeoh Ker-Wei, Justin. I am interested in how world models can benefit autonomous systems.

Interests: World Models; Autonomous Driving; Machine Learning in Robotics;

Bio: I graduated as a BSc of Computer Science from University of Leeds (UoL). After that, I took a MSc of Robotics in NUS, and researched on autonomous driving supervised by Prof. Marcelo H. Ang Jr. @ Advanced Robotics Centre. I am excited to study Human-AI Collaboration at SMART (Singapore-MIT Alliance for Research and Technology) as a visiting student!

Please do not hesitate to contact me for any inquiries!

CV Mail Scholar Github LinkedIn YouTube

Awards
National Second Prize, 2021 China-US Young Maker Competition (CUYMC)
Successful Participant, 2021 Mathematical Contest in Modeling

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Publications

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Toward Generalizable Foundation Models for 3D BIM Geometry Using a Joint Embedding Predictive Architecture
Jack Shi, Wawan Solihin, Yufeng Weng, Houhao Liang, Yimin Zhao, Leong Poh, Justin Yeoh
Automation in Construction, Vol. 191, 2026
Project Page / Paper /
article{Shi2026BIMFoundation, 
	author = {Jack Shi and Wawan Solihin and Yufeng Weng and Houhao Liang and Yimin Zhao and Leong Poh and Justin Yeoh}, 
	title = {Toward Generalizable Foundation Models for 3D BIM Geometry Using a Joint Embedding Predictive Architecture}, 
	booktitle = {Automation in Construction, Vol. 191}, 
	year = {2026}, 
}
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Self-Supervised Learning for BIM Element Classification Using a Joint Embedding Predictive Architecture
Jack Shi, Wawan Solihin, Yufeng Weng, Yimin Zhao, Leong Poh, Justin Yeoh
Automation in Construction, Vol. 190, 2026
Project Page / Paper /
article{Shi2026BIMClassification, 
	author = {Jack Shi and Wawan Solihin and Yufeng Weng and Yimin Zhao and Leong Poh and Justin Yeoh}, 
	title = {Self-Supervised Learning for BIM Element Classification Using a Joint Embedding Predictive Architecture}, 
	booktitle = {Automation in Construction, Vol. 190}, 
	year = {2026}, 
}
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AGI-Elo: How Far Are We From Mastering A Task?
Shuo Sun, Yimin Zhao, Christina Lee, Jiawei Sun, Chengran Yuan, Zefan Huang, Dongen Li, Justin Yeoh, Alok Prakash, Thomas Malone, Marcelo Ang Jr
Neural Information Processing Systems -- NeurIPS 2025, 2025
Project Page / Paper / Code /
inproceedings{Sun2025AGIELO, 
	author = {Shuo Sun and Yimin Zhao and Christina Lee and Jiawei Sun and Chengran Yuan and Zefan Huang and Dongen Li and Justin Yeoh and Alok Prakash and Thomas Malone and Marcelo Ang Jr}, 
	title = {AGI-Elo: How Far Are We From Mastering A Task?}, 
	booktitle = {Neural Information Processing Systems -- NeurIPS 2025}, 
	year = {2025}, 
}
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PIE: Perception and Interaction Enhanced End-to-End Motion Planning for Autonomous Driving
Chengran Yuan, Zijian Lu, Zhanqi Zhang, Yimin Zhao, Zefan Huang, Shuo Sun, Jiawei Sun, Jiahui Li, Christina Lee, Dongen Li, Marcelo Ang Jr
arXiv preprint arXiv:2509.18609, 2025
Project Page / Paper /
article{Yuan2025PIE, 
	author = {Chengran Yuan and Zijian Lu and Zhanqi Zhang and Yimin Zhao and Zefan Huang and Shuo Sun and Jiawei Sun and Jiahui Li and Christina Lee and Dongen Li and Marcelo Ang Jr}, 
	title = {PIE: Perception and Interaction Enhanced End-to-End Motion Planning for Autonomous Driving}, 
	booktitle = {arXiv preprint arXiv:2509.18609}, 
	year = {2025}, 
}
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Feature Fusion Based on~Mutual-Cross-Attention Mechanism for~EEG Emotion Recognition
Yimin Zhao, Jin Gu
Medical Image Computing and Computer Assisted Intervention -- MICCAI 2024, 2024
Project Page / Paper / Code /
inproceedings{Zhao2024MCA, 
	author = {Yimin Zhao and Jin Gu}, 
	title = {Feature Fusion Based on~Mutual-Cross-Attention Mechanism for~EEG Emotion Recognition}, 
	booktitle = {Medical Image Computing and Computer Assisted Intervention -- MICCAI 2024}, 
	year = {2024}, 
}
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The Mind Commands You: Combining Brain-Computer Interactions with Augmented Reality to Control Internet of Things (IoT) Tools, and Robotic Platforms
Haohong Wang, Shenghao Gao, Yimin Zhao, Maojia Song, Heng Wang, Damien Rompapas
2022 IEEE 5th International Conference on Electronics Technology (ICET), 2022
Project Page / Paper /
inproceedings{Wang2022Rolling, 
	author = {Haohong Wang and Shenghao Gao and Yimin Zhao and Maojia Song and Heng Wang and Damien Rompapas}, 
	title = {The Mind Commands You: Combining Brain-Computer Interactions with Augmented Reality to Control Internet of Things (IoT) Tools, and Robotic Platforms}, 
	booktitle = {2022 IEEE 5th International Conference on Electronics Technology (ICET)}, 
	year = {2022}, 
}

University Projects

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Autonomous Parking Simulation Based on MPC-SAC
Yimin Zhao, Guorong Zhang, Zeren Zhong
ME5418 Machine Learning in Robotics Final Project, 2024
Project Page / Paper / Video / Code /
autonomousparking{Zhao2024Parking, 
	author = {Yimin Zhao and Guorong Zhang and Zeren Zhong}, 
	title = {Autonomous Parking Simulation Based on MPC-SAC}, 
	booktitle = {ME5418 Machine Learning in Robotics Final Project}, 
	year = {2024}, 
}
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Autonomous Vehicle SLAM, Perception, and Navigation
Yimin Zhao, Zhenbiao Huang, Yanqiao Huang, Ruiyang Chen, Yifei Mo
ME5413 Autonomous Mobile Robotics Final Project, 2024
Project Page / Paper / Video / Code / Slides /
autonomousdriving{Zhao2024Autonomous, 
	author = {Yimin Zhao and Zhenbiao Huang and Yanqiao Huang and Ruiyang Chen and Yifei Mo}, 
	title = {Autonomous Vehicle SLAM, Perception, and Navigation}, 
	booktitle = {ME5413 Autonomous Mobile Robotics Final Project}, 
	year = {2024}, 
}
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Soft Robot RL-Control based on Elastica Simulator
Yimin Zhao, Yi Lin, Pengyu Wang, Xiangge Liu
ME5423 Topics in Robotics Final Project, 2024
Project Page / Paper / Video / Code /
softrl{Zhao2024SoftRL, 
	author = {Yimin Zhao and Yi Lin and Pengyu Wang and Xiangge Liu}, 
	title = {Soft Robot RL-Control based on Elastica Simulator}, 
	booktitle = {ME5423 Topics in Robotics Final Project}, 
	year = {2024}, 
}
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Classification of French Dialects Based on Weka
Yimin Zhao, Yunzhu Liu, Yang Xiao, Lingfeng Ren, Chenghao Zhao, Junhong Lou
XJCO2121 Data Mining Module Project, 2022
Project Page / Paper /
datamining{Zhao2022Mining, 
	author = {Yimin Zhao and Yunzhu Liu and Yang Xiao and Lingfeng Ren and Chenghao Zhao and Junhong Lou}, 
	title = {Classification of French Dialects Based on Weka}, 
	booktitle = {XJCO2121 Data Mining Module Project}, 
	year = {2022}, 
}
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Functioning Fungi: A model based on climate and interaction trait
Yimin Zhao, Zhengkun Shi, Zheng Wang
Mathematical Contest in Modeling, 2021
Project Page / Paper /
mathematicalmodeling{Zhao2021Modeling, 
	author = {Yimin Zhao and Zhengkun Shi and Zheng Wang}, 
	title = {Functioning Fungi: A model based on climate and interaction trait}, 
	booktitle = {Mathematical Contest in Modeling}, 
	year = {2021}, 
}

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