Nvidia researchers developed dynamic memory sparsification (DMS), a technique that compresses the KV cache in large language models by up to 8x while maintaining reasoning accuracy — and it can be ...
Abstract: The increasing requirement for higher resolution imagery and the data acquisition rates challenge the data processing capabilities of satellites, requiring on-board compression before ...
Abstract: Our increasingly digital and connected world has led to the generation of unprecedented amounts of data. This data must be efficiently managed, transmitted, and stored to preserve resources ...
Falcon is a high-performance GPU-accelerated lossless compression framework specifically designed for floating-point time series data. It achieves unprecedented compression ratios and throughput by ...
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