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AlphaQ: Calibration-Free Bit Allocation for Mixture-of-Experts Quantization
AlphaQ allocates MoE quantization bits without calibration using heavy-tailed spectral analysis, outperforming calibration-based methods and achieving near full-precision accuracy at 3.5-bit average precision.
Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 2 on Hugging Face
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AI panel: 13 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 0/5