STARS augments BN-guided data synthesis with relational consistency alignment and tail-aware regularization for ANN-to-SNN data-free KD, reporting gains up to 4.6% on CIFAR-10 and 6.7% on CIFAR-100.
Efficient ANN-guided distillation: Aligning rate-based features of spiking neural networks through hybrid block-wise replacement
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STARS: Spike Tail-Aware Relational Synthesis for ANN-to-SNN Data-Free Knowledge Distillation
STARS augments BN-guided data synthesis with relational consistency alignment and tail-aware regularization for ANN-to-SNN data-free KD, reporting gains up to 4.6% on CIFAR-10 and 6.7% on CIFAR-100.