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cs.LG2025
Generalized Regularized Evidential Deep Learning Models: Theory and Comprehensive Evaluation
Deep Shankar Pandey, Hyomin Choi, Qi Yu
Evidential deep learning (EDL) models, based on Subjective Logic, introduce a principled and computationally efficient way to make deterministic neural networks uncertainty-aware.…
cs.LG2024
Reinforced Compressive Neural Architecture Search for Versatile Adversarial Robustness
Dingrong Wang, Hitesh Sapkota, Zhiqiang Tao +1
Prior neural architecture search (NAS) for adversarial robustness works have discovered that a lightweight and adversarially robust neural network architecture could exist in a non…