UUKG: Unified Urban Knowledge Graph Dataset for Urban Spatiotemporal Prediction. - Yansong Ning; Hao Liu 026; Hao Wang 073; Zhenyu Zeng; Hui Xiong 001 (NeurIPS, 2023)

Bkd-FedGNN: A Benchmark for Classification Backdoor Attacks on Federated Graph Neural Network. - Fan Liu; Siqi Lai; Yansong Ning; Hao Liu 026 (CoRR, 2023)

UrbanKGent: A Unified Large Language Model Agent Framework for Urban Knowledge Graph Construction. - Yansong Ning; Hao Liu 026 (NeurIPS, 2024)

DiMA: An LLM-Powered Ride-Hailing Assistant at DiDi. - Yansong Ning; Shuowei Cai; Wei Li 176; Jun Fang; Naiqiang Tan; Hua Chai; Hao Liu 026 (CoRR, 2025)

Not All Thoughts are Generated Equal: Efficient LLM Reasoning via Multi-Turn Reinforcement Learning. - Yansong Ning; Wei Li; Jun Fang; Naiqiang Tan; Hao Liu (CoRR, 2025)

USTBench: Benchmarking and Dissecting Spatiotemporal Reasoning of LLMs as Urban Agents. - Siqi Lai; Yansong Ning; Zirui Yuan; Zhixi Chen; Hao Liu (CoRR, 2025)

Large Language Model Powered Intelligent Urban Agents: Concepts, Capabilities, and Applications. - Jindong Han; Yansong Ning; Zirui Yuan; Hang Ni; Fan Liu; Tengfei Lyu; Hao Liu 026 (CoRR, 2025)