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20242026
most citedA Channel-ensemble Approach: Unbiased and Low-variance Pseudo-labels is Critical for Semi-supervised Classification

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cs.LG2026

SURGE: Surrogate Gradient Adaptation in Binary Neural Networks

Haoyu Huang, Boyu Liu, Linlin Yang +6

The training of Binary Neural Networks (BNNs) is fundamentally based on gradient approximation for non-differentiable binarization operations (e.g., sign function). However, prevai…