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University of California, Irvine
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Trident exposes a staggering 522% drop in defensive performance of DRL systems against adaptive threats, highlighting their critical vulnerabilities.
ExaGEMM achieves a staggering 13.29x latency reduction for low-bit GEMM on CPUs, revolutionizing how we approach efficient ML inference.
PolyQ achieves up to 32.1% better perplexity at a 3-bit target while reducing activation reorder traffic by nearly 71%, proving that fractional-bit quantization can be both practical and efficient for CPU inference.
