Posts tagged "theory"
2 posts found
Mathematical Prerequisites for Mixture of Experts — Part 3
Building the math foundations you need for understanding why MoEs work — orthogonality, vector norms, asymptotic notation, Lipschitz continuity, and dispatch entropy — all derived step by step with one consistent example.
Mixture of Experts from Scratch — Part 3: Why MoEs Work and the Modern Landscape (2022–2024)
Why experts specialize instead of collapsing, the role of nonlinearity, exploration and router learning, load balancing theory, and a complete taxonomy of modern MoE in LLMs — all derived from first principles with concrete examples.