Regime-Aware Bias Adaptation

Background: Robust generalization in non-stationary environments like financial markets often requires models to adaptively utilize different structural assumptions about temporal data.

Question / Future Work: Future work involves developing methods for explicit regime-aware bias adaptation that builds upon the emergent conditional bias utilization observed, potentially by integrating explicit regime classification or conditioning mechanisms into the distillation process.