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Mental effort, workload, time on task, and certainty: Beyond linear models.Educational Psychology Review, 31:421–438

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2026 1

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Fatigue-Aware Learning to Defer via Constrained Optimisation

cs.LG · 2026-04-01 · unverdicted · novelty 7.0

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.

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  • Fatigue-Aware Learning to Defer via Constrained Optimisation cs.LG · 2026-04-01 · unverdicted · none · ref 27

    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.