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Graph Neural Networks Enhance Quantum Architecture Search and Wireless Systems

By PulseAugur Editorial · [3 sources] ·

Researchers have developed a novel Graph Neural Network (GNN) approach for optimizing spectral and energy efficiency in multi-base station systems with reconfigurable intelligent surfaces. Separately, a new magic-informed quantum architecture search technique, inspired by AlphaGo and utilizing a GNN, aims to control quantum resources for improved circuit design. AI

IMPACT These papers explore novel applications of GNNs in specialized domains, potentially influencing future research in communication efficiency and quantum computing.

RANK_REASON Two distinct research papers published on arXiv, one on GNNs for communication systems and another on GNNs for quantum architecture search.

Read on arXiv cs.AI →

AI-generated summary · Google Gemini · from 3 sources. How we write summaries →

Graph Neural Networks Enhance Quantum Architecture Search and Wireless Systems

COVERAGE [3]

  1. arXiv cs.AI TIER_1 English(EN) · Vincenzo Lipardi, Domenica Dibenedetto, Georgios Stamoulis, Mark H. M. Winands ·

    Magic-Informed Quantum Architecture Search

    arXiv:2605.03932v1 Announce Type: cross Abstract: Nonstabilizerness, commonly referred to as magic, is a fundamental resource underpinning quantum advantage. In this paper, we propose a magic-informed quantum architecture search (QAS) technique that enables control over a quantum…

  2. arXiv cs.AI TIER_1 English(EN) · Changpeng He, Yang Lu, Wei Chen, Bo Ai, Arumugam Nallanathan, Zhiguo Ding ·

    Spectral- and Energy-efficient Multi-BS Multi-RIS Pinching-antenna Systems: A GNN-based Approach

    arXiv:2605.01307v1 Announce Type: cross Abstract: This paper investigates coordinated downlink transmission in a multi-base station (multi-BS) multi-reconfigurable intelligent surface (multi-RIS)-assisted pinching-antenna (PA) system, where each user equipment (UE) is associated …

  3. arXiv cs.AI TIER_1 English(EN) · Mark H. M. Winands ·

    Magic-Informed Quantum Architecture Search

    Nonstabilizerness, commonly referred to as magic, is a fundamental resource underpinning quantum advantage. In this paper, we propose a magic-informed quantum architecture search (QAS) technique that enables control over a quantum resource within the general framework of circuit …

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