Hi! I’m currently a second year PhD student in Civil and Environmental Engineering at Northeastern University. I am fortunate to be advised by Prof. Qi Ryan Wang. Previously, I completed my undergrad in Computer Science and Mathematics at Rensselaer Polytechnic Institute and worked with Prof. Jianxi Gao.
My research explores the integration of machine learning with urban science, addressing challenges in human mobility and spatio-temporal dynamics. If you have any questions or interested in my work, feel free to reach out to me at he.haoyu1@northeastern.edu.
🔥 News
- October 2024: We achieve first place in Dynamic Time Wrapping (DTW) metric out of 100+ teams at Human Mobility Prediction Challenge 2024. Check out our paper here!
- November 2023: I’ll be attending the ACM SIGSPATIAL 2023 conference in Hamburg, Germany, having been honored with travel grants from NSF and Northeastern University PhD Network. My deepest thanks to them for this opportunity!
- May 2023: 🎉🎉 I’m accepted by Northeastern University!
📝 Publications
* indicates co-first authorship
2024
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ST-MoE-BERT: A Spatial-Temporal Mixture-of-Experts Framework for Long-Term Cross-City Mobility Prediction
Haoyu He, Haozheng Luo, and Qi Ryan Wang
2nd ACM SIGSPATIAL International Workshop on the Human Mobility Prediction Challenge
[code] [slides] -
Pretrained Mobility Transformer: A Foundation Model for Human Mobility
Xinhua Wu, Haoyu He, and Qi Ryan Wang
preprint
2023
- Forecasting Urban Mobility using Sparse Data: A Gradient Boosted Fusion Tree Approach
Haoyu He, Xinhua Wu, and Qi Ryan Wang
1st ACM SIGSPATIAL International Workshop on the Human Mobility Prediction Challenge
2022
- Percolation of Temporal Hierarchical Mobility Networks during COVID-19
Haoyu He, Hengfang Deng, Qi Ryan Wang, and Jianxi Gao
Philosophical Transactions of the Royal Society A
[code]
📖 Educations
- May 2023 - present: Ph.D. in Civil and Environmental Engineering, Northeastern University
- August 2018 - December 2021: B.S. in Computer Science and Mathematics, Rensselaer Polytechnic Institute
🎖 Honors and Awards
- 1st Place in the Human Mobility Prediction Challenge 2024, October 2024
- National Science Foundation (NSF) Travel Grant Recipient for ACM SIGSPATIAL 2023, November 2023
- Magna Cum Laude, Rensselaer Polytechnic Institute, May 2022
- Dean’s Honor List (all semesters), Rensselaer Polytechnic Institute, 2018 - 2021
📚 Teaching
- Machine Learning and Data Mining I (DS 4400) Teaching Assistant, Northeastern University, Spring 2023
- Foundations of Computer Science (CSCI 2200) Mentor, Rensselaer Polytechnic Institute, Spring 2020 Fall 2020 Spring 2021
- Computer Science I (CSCI 1100) Mentor, Rensselaer Polytechnic Institute, Fall 2019