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Decision Transformers As Zero-Shot Learners via Text-Behavior Alignment

Xin Zhang, Jonathan Martinez, Yanhua Li, Yingxue Zhang

The Value of Variance: Mitigating Debate Collapse in Multi-Agent Systems via Uncertainty-Driven Policy Optimization

Luoxi Tang, Yuqiao Meng, Joseph Costa, Yingxue Zhang, Muchao Ye, Zhaohan Xi

UniLLM: A Unified Large Language Model for Multi -Modal Urban Dynamics Prediction

Yuhang Liu, Yingxue Zhang, Xin Zhang, Yanhua Li, Jun Luo

MARCEL: Multifaceted Spatial-Temporal Contrastive Learning for Generic Spatial-Temporal Representations

Yuhang Liu, Yingxue Zhang, Xin Zhang, Yu Yang, Yanhua Li, Jun Luo

UrbanMind: Urban Dynamics Prediction with Multifaceted Spatial-Temporal Large Language Models

Yuhang Liu, Yingxue Zhang, Xin Zhang, Yanhua Li, and Jun Luo

C3-GAN+: Complex-Condition-Controlled Generative Adversarial Networks with Enhanced Embedding

Yingxue Zhang, Yanhua Li, Xun Zhou, Zhenming Liu and Jun Luo

SolarCube: An Integrative Benchmark Dataset Harnessing Satellite and In-situ Observations for Large-scale Solar Energy Forecasting

Ruohan Li, Yiqun Xie, Xiaowei Jia, Dongdong Wang, Yanhua Li, Yingxue Zhang, Zhihao Wang and Zhili Li

Align Along Time and Space: A Graph Latent Diffusion Model for Traffic Dynamics Prediction

Yuhang Liu, Yingxue Zhang, Xin Zhang, Yu Yang, Yiqun Xie, Sahar Ghanipoor Machiani, Yanhua Li, and Jun Luo

Urban-Focused Multi-Task Offline Reinforcement Learning with Contrastive Data Sharing

Xinbo Zhao, Yingxue Zhang, Xin Zhang, Yu Yang, Yiqun Xie, Yanhua Li, and Jun Luo

STM-GAIL: Spatial-Temporal Meta-GAIL for Learning Diverse Human Driving Strategies

Yingxue Zhang, Yanhua Li, Xun Zhou, Ziming Zhang, and Jun Luo