SNAP-UQ: Self-supervised Next-Activation Prediction for Single-Pass Uncertainty in TinyML - Lamaakal, Ismail; Yahyati, Chaymae; Makkaoui, Khalid; Ouahbi, Ibrahim; Maleh, Yassine (International Conference on Learning Representations, 2026)