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Cui, J · 2023

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cs.CV 1

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2024 1

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CONDITIONAL 1

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Adaptive Dataset Quantization

cs.CV · 2024-12-22 · conditional · novelty 4.0

Adaptive Dataset Quantization (ADQ) replaces DQ's uniform per-bin sampling with importance-weighted sampling, improving accuracy across architectures by 2 to 4 percent on CIFAR-10 and ImageNet-1K.

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  • Adaptive Dataset Quantization cs.CV · 2024-12-22 · conditional · none · ref 8

    Adaptive Dataset Quantization (ADQ) replaces DQ's uniform per-bin sampling with importance-weighted sampling, improving accuracy across architectures by 2 to 4 percent on CIFAR-10 and ImageNet-1K.