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cs.LG2026
One Patch, Three Roles: What Is Actually Coupled in Autoregressive Time-Series Forecasting?
Ziang Li, Yue Huang, Guoxu Zhou +4
Patch-based autoregressive time-series forecasting often ties input representation, learned transitions, and recursive execution to one patch length. We ask which of these roles ca…
cs.LG2025
Prototype-Based Semantic Consistency Alignment for Domain Adaptive Retrieval
Tianle Hu, Weijun Lv, Na Han +4
Domain adaptive retrieval aims to transfer knowledge from a labeled source domain to an unlabeled target domain, enabling effective retrieval while mitigating domain discrepancies.…