When are dynamical systems learned from time series data statistically accurate?by Jeongjin Park, Nicole Yang,…
A Picture is Worth A Thousand Numbers: Enabling LLMs Reason about Time Series via Visualizationby…
A Survey on Kolmogorov-Arnold Networkby Shriyank Somvanshi, Syed Aaqib Javed, Md Monzurul Islam, Diwas Pandit,…
A Comprehensive Survey of Time Series Forecasting: Architectural Diversity and Open Challengesby Jongseon Kim, Hyungjoon…
Fully Automated Correlated Time Series Forecasting in Minutesby Xinle Wu, Xingjian Wu, Dalin Zhang, Miao…
Discovering Latent Structural Causal Models from Spatio-Temporal Databy Kun Wang, Sumanth Varambally, Duncan Watson-Parris, Yi-An…
Which bits went where? Past and future transfer entropy decomposition with the information bottleneckby Kieran…
EffiCANet: Efficient Time Series Forecasting with Convolutional Attentionby Xinxing Zhou, Jiaqi Ye, Shubao Zhao, Ming…
Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysisby Qiang Wu, Gechang Yao, Zhixi Feng, Shuyuan…
Series-to-Series Diffusion Bridge Modelby Hao Yang, Zhanbo Feng, Feng Zhou, Robert C Qiu, Zenan LingFirst…