Co-Designed KANs Slash Edge AI Costs with 42x Smaller Hardware, 78x Less Energy

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Why is it important?

Kolmogorov-Arnold Network (KAN) is a groundbreaking AI model that redefines how AI models operate. Leveraging our innovative co-optimized framework, our KAN-based AI acceleration solution increases speed by 30 times, reduces energy consumption by 78 times, and decreases hardware area by 42 times compared to traditional deep neural networks without compromising accuracy. This breakthrough is an ideal solution for embedding AI directly into everyday edge devices like smartphones and sensors.