2 papers
cs.LG2025
DeepKoopFormer: A Koopman Enhanced Transformer Based Architecture for Time Series Forecasting
Ali Forootani, Mohammad Khosravi, Masoud Barati
Time series forecasting plays a vital role across scientific, industrial, and environmental domains, especially when dealing with high-dimensional and nonlinear systems. While Tran…
cs.LG2025
Synthetic Time Series Forecasting with Transformer Architectures: Extensive Simulation Benchmarks
Ali Forootani, Mohammad Khosravi
Time series forecasting plays a critical role in domains such as energy, finance, and healthcare, where accurate predictions inform decision-making under uncertainty. Although Tran…