AIBullisharXiv – CS AI · Mar 26/1014
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BiKA: Kolmogorov-Arnold-Network-inspired Ultra Lightweight Neural Network Hardware Accelerator
Researchers propose BiKA, a new ultra-lightweight neural network accelerator inspired by Kolmogorov-Arnold Networks that uses binary thresholds instead of complex computations. The FPGA prototype demonstrates 27-51% reduction in hardware resource usage compared to existing binarized and quantized neural network accelerators while maintaining competitive accuracy.