About Me


Hi, I'm Luyao Niu, a Master's student at Peking University focused on Smart Cities and Big Data. Building on a Bachelor's degree in Transportation Engineering from Beijing Jiaotong University, my research lies at the intersection of artificial intelligence, urban mobility.

My work centers on developing novel frameworks for intelligent transportation systems. I specialize in leveraging Large Language Models (LLMs), causal inference, and deep learning for spatio-temporal traffic forecasting and behavior analysis. My research has been published in leading venues, including the prestigious journal Transportation Research Part C and the flagship IEEE GlobeCom 2025 conference (Oral Presentation).

Driven by a passion for creating smarter and more sustainable cities, I am actively seeking Ph.D. opportunities to continue advancing the frontiers of intelligent transportation. Let's connect!

Education

Peking University

M.S. in Urban Planning (Smart Cities and Big Data Specialization)

GPA: 3.75/4.0

September 2023 – June 2026

Key Courses: Frontier Theories and Methods of Smart Cities (A+), Geostatistical Models and Methods (A+)

Beijing Jiaotong University

BEng. in Transportation Engineering (Major) & Finance (Minor)

GPA: 3.97/4.0 (Rank: 2/389)

September 2019 – June 2023

Key Courses: Calculus (100), C Programming (A), Transportation Planning (94), Traffic Flow Theory (93)

Publications


MF-AttnBiLSTM: Traffic Flow Prediction via Hybrid Signal Decomposition and Dual-Stream Temporal Attention Learning


Luyao Niu, Zepu Wang, Jing Liu, Azzedine Boukerche, Peng Sun

IEEE Global Communications Conference: IoT and Sensor Networks, 2025


AskNearby: An LLM-Based Application for Neighborhood Information Retrieval and Personalized Cognitive-Map Recommendations


Luyao Niu, Zhicheng Deng, Boyang Li, Nuoxian Huang, Ruiqi Liu, Wenjia Zhang

ACM SIGSPATIAL International Workshop on AI for Geographic Knowledge Discovery, 2025


Joint design of public transit and autonomous vehicle mobility systems for tourist cities considering private tour trips


Ziyi Shi, Sida Luo, Luyao Niu, Chunfu Shao

Transportation Research Part C: Emerging Technologies, 2025


PlanGPT: Enhancing Urban Planning with Tailored Language Model and Efficient Retrieval


He Zhu, Wenjia Zhang, Nuoxian Huang, Boyang Li, Luyao Niu, Zipei Fan, ...

arxiv, 2024