Zuochen Ye

ss-Mamba: Semantic-Spline Selective State-Space Model

2025 · arXiv (Cornell University)

We propose ss-Mamba, a novel foundation model that enhances time series forecasting by integrating semantic-aware embeddings and adaptive spline-based temporal encoding within a selective state-space modeling framework. Building upon the recent success of Transformer architectures, …