task-aware-learning

A paper proposing the Task-Aware Diffusion Refiner (TADR), a conditional diffusion model trained against a frozen downstream anomaly detector to fix imputation bias in block-missing IIoT sensor data, improving F1 by 0.338 on SMD while running at 41.4 ms per window on a single CPU core.