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Achieving a staggering reduction in hardware footprint while maintaining near-perfect accuracy, Uni-SFU redefines the efficiency of activation function implementations in neural networks.
Quadrupedal robots can now achieve high-speed, agile locomotion across complex terrains using a single onboard policy, reaching speeds of 6 meters per second.
Hybrid Mamba-Transformer models can get 4x faster time to first token and 1.4x higher throughput by disaggregating prefill and decode phases onto specialized accelerator packages.