Syrine Kalleli

Syrine Kalleli

she/her

3rd year PhD student at ENPC, IP Paris, advised by Mathieu Aubry. I work on learning by decomposing images into simple, interpretable representations.

PoM: A Linear-Time Replacement for Attention with the Polynomial Mixer

Published in CVPR Findings 2026, 2026

We introduce the Polynomial Mixer (PoM), a linear-time replacement for attention built on polynomial functions of the input sequence.

Paper: arxiv.org/abs/2604.06129 · Code: github.com/davidpicard/pom

Recommended citation: Picard, D., et al. (incl. Kalleli, S.) (2026). "PoM: A Linear-Time Replacement for Attention with the Polynomial Mixer." CVPR Findings.

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