Greedy and Transformer-Based Multi-Port Selection for Slow Fluid Antenna Multiple Access

📰 ArXiv cs.AI

Greedy and transformer-based methods are proposed for multi-port selection in fluid antenna multiple access systems

advanced Published 7 Apr 2026
Action Steps
  1. Propose a greedy forward-selection method with swap refinement (GFwd+S) for port selection
  2. Develop a transformer-based method for multi-port selection
  3. Evaluate the performance of both methods in terms of spectral efficiency and computational complexity
  4. Compare the results with state-of-the-art methods to demonstrate the effectiveness of the proposed strategies
Who Needs to Know This

Researchers and engineers working on wireless communication systems and AI applications can benefit from this study, as it provides new methods for improving spectral efficiency in fluid antenna multiple access systems

Key Insight

💡 The proposed methods can achieve near-optimal spectral efficiency with lower computational complexity

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📢 New methods for multi-port selection in fluid antenna multiple access systems: greedy and transformer-based approaches!
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