Deciphering Invariant Feature Decoupling in Source-free Time Series Forecasting with Proxy Denoising. - Kangjia Yan; Chenxi Liu 003; Hao Miao 001; Xinle Wu; Yan Zhao 008; Chenjuan Guo; Bin Yang 002 (CoRR, 2025)