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cs.LG2026
A CDF-First Framework for Free-Form Density Estimation
Chenglong Song, Mazharul Islam, Lin Wang +2
Conditional density estimation (CDE) is a fundamental task in machine learning that aims to model the full conditional law , beyond mere poi…
cs.LG2026
The Label Horizon Paradox: Rethinking Supervision Targets in Financial Forecasting
Chen-Hui Song, Shuoling Liu, Liyuan Chen
While deep learning has revolutionized financial forecasting through sophisticated architectures, the design of the supervision signal itself is rarely scrutinized. We challenge th…