P. Brandimarte

Coverage You Can Steer: Online Conformal Calibration for RL-Driven Hardware-Aware NAS

Hardware-aware neural architecture search (NAS) is dominated by evaluation cost: every architecture must be trained before its reward is known. Conformal-prediction filters cut this cost by pruning candidates whose predicted-reward upper bound misses a threshold, with a distribution-free guarantee that at most a fracti...