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cs.LG2025
FAF: A Feature-Adaptive Framework for Few-Shot Time Series Forecasting
Pengpeng Ouyang, Dong Chen, Tong Yang +3
Multi-task and few-shot time series forecasting tasks are commonly encountered in scenarios such as the launch of new products in different cities. However, traditional time series…
cs.LG2024★ 1 cited
Prediction Is All MoE Needs: Expert Load Distribution Goes from Fluctuating to Stabilizing
Peizhuang Cong, Aomufei Yuan, Shimao Chen +3
MoE facilitates the development of large models by making the computational complexity of the model no longer scale linearly with increasing parameters. The learning sparse gating…