Low-Altitude Fluid Antenna Network with Multi-Agent Reinforcement Learning

arXiv:2608.27909 · cs.IT, cs.AI, math.IT · Submitted 2026-08-28 · Read on arXiv

cs.IT, cs.AI, math.IT

Submitted: 2026-08-28

Updated: 2026-08-28

Comments: Accepted by IEEE Communications Magazine

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Reinforcement Learning — 2× in this paper · explained in 4 episodes
• Adaptive Steering — 1× in this paper · explained in 1 episode
• Digital Twin — 1× in this paper · explained in 4 episodes
• Multi-Agent Reinforcement Learning (MARL) — 1× in this paper · explained in 4 episodes
• Sim-to-Real Gap — 1× in this paper · explained in 6 episodes
• Steering — 1× in this paper · explained in 2 episodes
• Transfer Learning — 1× in this paper · explained in 10 episodes

Related papers

• Clipped Affine Policy: Low-Complexity Near-Optimal Online Power Control for Energy Harvesting Communications over Fading Channels
• Discrepancy for Random Linear Codes
• A New Approach to Code Smoothing Bounds
• Contextual Memory-Enhanced Source Coding for Low-SNR Communications
• Symmetry-Enforced Quadratic Approximate-Degradability Bounds for Noisy Landau-Streater Channels
• Anonymous Shamir's Secret Sharing via Reed-Solomon Codes Against Permutations, Insertions, and Deletions