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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Ayush Maheshwari

IIT Bombay

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Jul 2026

It Takes a MAESTRO To Prune Bad Experts

MAESTRO (Markov-chain Approximated Expert Sparsification via Transition-based ROuting), a structured pruning framework designed for MoE architectures that models autoregressive expert activation trajectories as Ergodic Markov chains whose stationary distributions encode cross-layer dependencies, yielding a globally awa...

Palaash Goel, Ayush Maheshwari, Tanmoy Chakraborty · 1 citation

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