2 papers
cs.CL2026
Causal Discovery with Inverted Self-attention for Multivariate Time Series
Yusen Liu, Yong Wang, Yifan Yin +3
Causal discovery in multivariate time series data is challenging due to complex interactions, high dimensionality, and nonlinear dependencies among variables. Existing methods ofte…
cs.CV2025
Reprogramming Vision Foundation Models for Spatio-Temporal Forecasting
Changlu Chen, Yanbin Liu, Chaoxi Niu +2
Foundation models have achieved remarkable success in natural language processing and computer vision, demonstrating strong capabilities in modeling complex patterns. While recent…