Liyuan Chen

The Label Horizon Paradox: Rethinking Supervision Targets in Financial Forecasting

While deep learning has revolutionized financial forecasting through sophisticated architectures, the design of the supervision signal itself is rarely scrutinized. We challenge the canonical assumption that training labels must strictly mirror inference targets, uncovering the Label Horizon Paradox…