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Achieving a 15.1% accuracy boost in neural network training while enhancing energy efficiency by over 33 times could redefine on-chip training paradigms.
VARA slashes energy consumption by over 60% while maintaining accuracy, revolutionizing how we utilize activation sparsity in ReRAM architectures.
A novel GPU-CPU-NDP architecture, TriMoE, unlocks 2.83x faster MoE inference by intelligently routing "hot," "warm," and "cold" experts to the compute unit where they thrive.
