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cs.CV2026★ 1 cited
Factor-Informed Uncertainty Distillation for Gaze Estimation
Mohammadreza Jamalifard, Yaxiong Lei, Javier Fumanal Idocin +3
Deep gaze estimation works well in controlled capture but degrades in unconstrained settings, where systems must reject unreliable predictions. Single-pass uncertainty (e.g., heter…
cs.CV2026
Coordinate Singularities Break Conformal Coverage for Gaze and Head Pose
Mohammadreza Jamalifard, Yaxiong Lei, Parastoo Azizinezhad +1
Conformal prediction provides distribution-free reliability guarantees for vision systems, but these guarantees depend on how prediction errors are measured in the output space. Ma…