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CACHE MEMORY - SlideServe
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🎥 Video generation is hitting the memory wall.As videos get longer, the KV cache quietly explodes — and long-horizon consistency starts to break.We built Quant VideoGen: a training-free KV cache compression method for auto-regressive video diffusion.Instead of storing every KV in high precision, QVG exploits video’s spatiotemporal redundancy with semantic-aware smoothing + progressive residual quantization.🚀 Up to 7× KV memory reduction⚡
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