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#artificial intelligence Preprint Sep 2026

PrismQuant: Optimal Null-Space Rotations for Grouped Quantizers

Smaller activation outliers do not necessarily imply better low-bit quantization: their alignment with the quantizer matters. We introduce PrismQuant, a quantizer-aware rotation framework that aligns the leading activation eigenspace with the constant group subspace of asymmetric grouped INT4. The affine offsets repres...

Yan-Long Chen, Yi-Ning Chen, Song Zhang et al. · 0 citations

S-CEReBrO: Breaking the Memory Barrier in Continuous EEG Monitoring

This work introduces S-CEReBrO (Streaming CEReBrO), an evolution of the CEReBrO architecture designed for continuous monitoring that factorizes attention computation into fixed-size spatiotemporal windows, so that under streaming, only the active window remains resident and the attention state is bounded independently...

G. Bucagu, T. Ingolfsson, Yawei Li et al. · 0 citations

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