attention mechanisms 1multimodal learning 1nowcasting 1precipitation forecasting 1stability regularization 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.LG2026
Stable Attention Response for Reliable Precipitation Nowcasting
Penghui Wen, Zexin Hu, Sen Zhang +6
The paper introduces HARECast, a framework that stabilizes attention-response energy across heads and layers to improve the reliability of precipitation nowcasting models.
cs.LG2025
FreDF: Learning to Forecast in the Frequency Domain
Hao Wang, Licheng Pan, Zhichao Chen +6
Time series modeling presents unique challenges due to autocorrelation in both historical data and future sequences. While current research predominantly addresses autocorrelation…
cs.AI2025
Neuron-level Balance between Stability and Plasticity in Deep Reinforcement Learning
Jiahua Lan, Sen Zhang, Haixia Pan +3
In contrast to the human ability to continuously acquire knowledge, agents struggle with the stability-plasticity dilemma in deep reinforcement learning (DRL), which refers to the…