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cs.LG2026
Learning Source Acquisition Policies by Offline Planning
Ziqi Zhao, Run Xu, Qingjian Ni
Predicting under an acquisition budget requires choosing feature groups whose value can depend on later queries. O-MPAC transfers finite-horizon risk-cost targets from complete tra…
cs.LG2025
A Multi-scale Representation Learning Framework for Long-Term Time Series Forecasting
Boshi Gao, Qingjian Ni, Fanbo Ju +2
Long-term time series forecasting (LTSF) offers broad utility in practical settings like energy consumption and weather prediction. Accurately predicting long-term changes, however…