FALCON incorporates psychologically grounded fatigue curves into learning-to-defer via a CMDP formulation and PPO-Lagrangian optimization, outperforming prior L2D methods and generalizing to unseen fatigue patterns on the new FA-L2D benchmark.
Mental effort, workload, time on task, and certainty: Beyond linear models.Educational Psychology Review, 31:421–438
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Fatigue-Aware Learning to Defer via Constrained Optimisation
FALCON incorporates psychologically grounded fatigue curves into learning-to-defer via a CMDP formulation and PPO-Lagrangian optimization, outperforming prior L2D methods and generalizing to unseen fatigue patterns on the new FA-L2D benchmark.