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Identity mappings in deep residual networks

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Towards an Optimal Control Perspective of ResNet Training

cs.LG · 2025-06-26 · conditional · novelty 6.0

Training ResNets with a stage cost on intermediate outputs obtained through skip connections biases deep residual layers toward identity mappings and enables pruning with small accuracy loss on homogeneous models.

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  • Towards an Optimal Control Perspective of ResNet Training cs.LG · 2025-06-26 · conditional · none · ref 5

    Training ResNets with a stage cost on intermediate outputs obtained through skip connections biases deep residual layers toward identity mappings and enables pruning with small accuracy loss on homogeneous models.