ResearchForecastingUncertainty

AFDC (Adaptive Forecast Distribution Control)

AFDC uncertainty control
AFDC uncertainty control
Status

Research in progress

Focus

Risk-aware uncertainty control

Overview

AFDC is a research project on adaptive uncertainty management for forecasting under distribution shift. The goal is to maintain reliable coverage while remaining cost-aware and responsive to regime changes.

Scope (High Level)

  • Risk-aware conformal calibration for reliable intervals.
  • Drift-aware adjustment of uncertainty bands.
  • Decision-aligned control under asymmetric costs.

Status

Research in progress. Preprint and open-source release are pending.