Towards Non-Stationary Time Series Forecasting with Temporal Stabilization and Frequency Differencing

Junkai Lu, Peng Chen, Chenjuan Guo, Yang Shu, Meng Wang, Bin Yang

🎉 The Association for the Advancement of Artificial Intelligence (AAAI), 2026. (CCF-A)

[Paper] | [Code]

PATRA: Pattern-Aware Alignment and Balanced Reasoning for Time Series Question Answering

Junkai Lu, Peng Chen, Xingjian Wu, Yang Shu, Chenjuan Guo, Christian S. Jensen, Bin Yang

Under Review ♠ ♥ ♣ ♦

[Paper]

TimeART: Towards Agentic Time Series Reasoning via Tool-Augmentation

Xingjian Wu, Junkai Lu, Zhengyu Li, Xiangfei Qiu, Jilin Hu, Chenjuan Guo, Christian S. Jensen, Bin Yang

Under Review ♠ ♥ ♣ ♦

[Paper]

ST-EVO: Towards Generative Spatio-Temporal Evolution of Multi-Agent Communication Topologies

Xingjian Wu, Xvyuan Liu, Junkai Lu, Siyuan Wang, Xiangfei Qiu, Yang Shu, Jilin Hu, Chenjuan Guo, Bin Yang

Under Review ♠ ♥ ♣ ♦

[Paper]

A Comprehensive Survey of Deep Learning for Multivariate Time Series Forecasting: A Channel Strategy Perspective

Xiangfei Qiu, Hanyin Cheng, Xingjian Wu, Junkai Lu, Jilin Hu, Chenjuan Guo, Christian S. Jensen, Bin Yang

Under Review ♠ ♥ ♣ ♦

[Paper]