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University of California, Irvine
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Achieving 2.19x throughput and 2.03x energy efficiency improvements on FPGA for SSMs by optimizing projection rank could redefine performance benchmarks in latency-sensitive applications.
GyRot achieves state-of-the-art 4-bit accuracy in LLMs while tripling speed and energy efficiency through a unique synergy of rotation and group quantization.
