ScaleKV cuts KV cache memory for Visual Autoregressive text-to-image generation to 10% by classifying layers as drafters or refiners per scale and pruning low-attention tokens while keeping benchmark scores nearly unchanged.
PixArt-Sigma: Weak-to-strong training of diffusion transformer for 4k text-to-image generation
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Memory-Efficient Visual Autoregressive Modeling with Scale-Aware KV Cache Compression
ScaleKV cuts KV cache memory for Visual Autoregressive text-to-image generation to 10% by classifying layers as drafters or refiners per scale and pruning low-attention tokens while keeping benchmark scores nearly unchanged.