2 papers
cs.LG2026
REGEN: Reference-Guided Synthetic Multivariate Time Series Generation for Forecasting
Moulik Gupta, Dhruv Kumar, Murari Mandal +1
Training robust multivariate time series forecasting models requires large, diverse corpora, yet many real-world domains provide only a handful of observed sequences. Existing gene…
cs.LG2025
DB2-TransF: All You Need Is Learnable Daubechies Wavelets for Time Series Forecasting
Moulik Gupta, Achyut Mani Tripathi
Time series forecasting requires models that can efficiently capture complex temporal dependencies, especially in large-scale and high-dimensional settings. While Transformer-based…