3 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…
cs.CV2024
SpikMamba: When SNN meets Mamba in Event-based Human Action Recognition
Jiaqi Chen, Yan Yang, Shizhuo Deng +2
Human action recognition (HAR) plays a key role in various applications such as video analysis, surveillance, autonomous driving, robotics, and healthcare. Most HAR algorithms are…