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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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Oguz Bedir

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#artificial intelligence Apr 2026

Learning to Focus: CSI-Free Hierarchical MARL for Reconfigurable Reflectors

A per-element CSI-free paradigm powered by a Hierarchical Multi-Agent Reinforcement Learning (HMARL) architecture to control mechanically reconfigurable reflective surfaces provides a scalable and cost-effective step toward intelligent indoor wireless environments.

Hieu Le, Mostafa Ibrahim, Oguz Bedir et al. · 1 citation

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