Ahmad Chamma

MBZUAI

Papers on Lattice

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Architecture Design (Transformers, SSMs, MoE) (1)Open-Source Models & Weights (1)Training Efficiency & Optimization (1)

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Omar El Herraoui (1)Guokan Shang (1)

Papers (1)

Dec 13, 2025

MixtureKit: A General Framework for Composing, Training, and Visualizing Mixture-of-Experts Models

MixtureKit offers a unified, open-source toolkit that simplifies the creation and analysis of Mixture-of-Experts models, enabling researchers to easily experiment with different routing strategies and visualize expert behavior.

Ahmad Chamma, Omar El Herraoui, Guokan Shang

Architecture Design (Transformers, SSMs, MoE)Open-Source Models & Weights Training Efficiency & Optimization

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Ahmad Chamma

Research focus

Frequent co-authors

Papers (1)