2 papers
cs.LG2026
FRWKV+: Periodic-Aware Adaptive Gating for Frequency-Space Linear Time Series Forecasting
Qingyuan Yang, Dongyue Chen, Da Teng +3
Accurate and efficient long-term multivariate time series forecasting requires capturing recurring temporal structure while keeping inference cheap across many variables and horizo…
cs.LG2025
FRWKV:Frequency-Domain Linear Attention for Long-Term Time Series Forecasting
Qingyuan Yang, Shizhuo Deng, Dongyue Chen +2
Traditional Transformers face a major bottleneck in long-sequence time series forecasting due to their quadratic complexity and their limited ability to effect…