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Contrastive model inversion for data-free knowledge distillation

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2026 1

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Diverse Image Priors for Black-box Data-free Knowledge Distillation

cs.LG · 2026-04-28 · unverdicted · novelty 6.0

DIP-KD achieves state-of-the-art results in black-box data-free knowledge distillation across 12 benchmarks by synthesizing diverse image priors, applying contrastive learning, and using a primer student for soft-probability transfer.

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  • Diverse Image Priors for Black-box Data-free Knowledge Distillation cs.LG · 2026-04-28 · unverdicted · none · ref 18

    DIP-KD achieves state-of-the-art results in black-box data-free knowledge distillation across 12 benchmarks by synthesizing diverse image priors, applying contrastive learning, and using a primer student for soft-probability transfer.