Beyond Bell Teleportation: Machine-Learned Adaptive Protocols

• URL: http://arxiv.org/abs/2605.16467v1
• Date: Fri, 15 May 2026 11:02:39 GMT
• Title: Beyond Bell Teleportation: Machine-Learned Adaptive Protocols
• Abstract summary: We introduce a Machine Learned adaptive protocol for optimizing multiple components of Quantum Teleportation in order to achieve higher fidelity in various noise environments.<n>We observe substantial improvement in the teleportation fidelity in comparison to the classical Bell-state teleportation protocol in certain noise conditions.
• Score: 0.0
• License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
• Abstract: Quantum teleportation have a central role in quantum information science and allows transferring of an unknown quantum state through entanglement and classical communication. Unfortunately, the interaction with external and internal noise severely affects the quality of teleportation and poses limitations on practical applications of quantum communication networks. In this work, instead of conventional Bell teleportation, we introduce a Machine Learned adaptive protocol for optimizing multiple components of Quantum Teleportation in order to achieve higher fidelity in various noise environments. In order to demonstrate the performance of the proposed scheme, we study three different noise models, including bit-flip, amplitude damping, and depolarizing noise, both in case of single-qubit and two-qubit channels. As a result, we observe substantial improvement in the teleportation fidelity in comparison to the classical Bell-state teleportation protocol in certain noise conditions. Furthermore, the machine-learned protocol reveals a nontrivial strategy for compensation of decoherence and information losses. In addition, obtained results indicate the flexibility and reliability of the proposed framework for implementing various adaptive quantum communications while shedding light on possibilities of discovery of optimal quantum algorithms by means of automated approache

Related papers

• Practical quantum teleportation with finite-energy codebooks [0.0]
  Quantum teleportation in the microwave regime provides an important tool for high-fidelity remote quantum operations.<n>We consider practical application scenarios for the microwave analog quantum teleportation protocol based on continuous-variable states.<n>Our results contribute to the general development of quantum communication protocols.
  arXiv  Detail & Related papers  (2025-12-29T11:25:29Z)
• Simultaneous Classical and Quantum Communications: Recent Progress and Three Challenges [52.931372025288844]
  We explore novel protocols that enable simultaneous classical and quantum communications.<n>We extend quantum communication capabilities beyond traditional optical bands into the terahertz.<n>We identify open problems that must be addressed to facilitate practical implementation.
  arXiv  Detail & Related papers  (2025-12-11T00:27:08Z)
• Quantum-Accelerated Wireless Communications: Concepts, Connections, and Implications [59.0413662882849]
  Quantum computing is poised to redefine the algorithmic foundations of communication systems.<n>This article outlines the fundamentals of quantum computing in a style familiar to the communications society.<n>We highlight a mathematical harmony between quantum and wireless systems, which makes the topic more enticing to wireless researchers.
  arXiv  Detail & Related papers  (2025-06-25T22:25:47Z)
• Noise mitigation in quantum teleportation [0.0]
  Noise-mitigation mechanism applicable in both the discrete- and continuous-variable quantum teleportation schemes. We find that, as long as a bound state is formed in the energy spectrum of the total system, the quantum superiority of the fidelity is persistently recovered.
  arXiv  Detail & Related papers  (2024-02-04T04:56:32Z)
• Near-Term Distributed Quantum Computation using Mean-Field Corrections and Auxiliary Qubits [77.04894470683776]
  We propose near-term distributed quantum computing that involve limited information transfer and conservative entanglement production. We build upon these concepts to produce an approximate circuit-cutting technique for the fragmented pre-training of variational quantum algorithms.
  arXiv  Detail & Related papers  (2023-09-11T18:00:00Z)
• Optimal quantum control via genetic algorithms for quantum state engineering in driven-resonator mediated networks [68.8204255655161]
  We employ a machine learning-enabled approach to quantum state engineering based on evolutionary algorithms. We consider a network of qubits -- encoded in the states of artificial atoms with no direct coupling -- interacting via a common single-mode driven microwave resonator. We observe high quantum fidelities and resilience to noise, despite the algorithm being trained in the ideal noise-free setting.
  arXiv  Detail & Related papers  (2022-06-29T14:34:00Z)
• Variational Quantum Optimization of Nonlocality in Noisy Quantum Networks [3.7468898363447654]
  We develop a variational quantum optimization framework that simulates quantum networks on quantum hardware. We use our hybrid framework to optimize nonlocality in noisy quantum networks. In the long-term, our variational quantum optimization techniques show promise of scaling beyond classical approaches.
  arXiv  Detail & Related papers  (2022-05-05T19:02:37Z)
• Deterministic microwave-optical transduction based on quantum teleportation [4.046143379963425]
  coherent transduction between microwave and optical frequencies is critical to interconnect superconducting quantum processors over long distances. We propose a scheme based on continuous-variable quantum teleportation. We show that the teleportation-based scheme maintains a significant rate advantage robustly for all values of cooperativity.
  arXiv  Detail & Related papers  (2021-06-26T15:02:49Z)
• Quantum communication complexity beyond Bell nonlocality [87.70068711362255]
  Efficient distributed computing offers a scalable strategy for solving resource-demanding tasks. Quantum resources are well-suited to this task, offering clear strategies that can outperform classical counterparts. We prove that a new class of communication complexity tasks can be associated to Bell-like inequalities.
  arXiv  Detail & Related papers  (2021-06-11T18:00:09Z)
• Direct Quantum Communications in the Presence of Realistic Noisy Entanglement [69.25543534545538]
  We propose a novel quantum communication scheme relying on realistic noisy pre-shared entanglement. Our performance analysis shows that the proposed scheme offers competitive QBER, yield, and goodput.
  arXiv  Detail & Related papers  (2020-12-22T13:06:12Z)
• Two-way covert quantum communication in the microwave regime [0.0]
  Quantum communication addresses the problem of exchanging information across macroscopic distances. We advance a new paradigm for secure quantum communication by combining backscattering concepts with covert communication in the microwave regime. This work makes a decisive step toward implementing secure quantum communication concepts in the previously uncharted $1$-$10$ GHz frequency range.
  arXiv  Detail & Related papers  (2020-04-15T16:36:59Z)

This list is automatically generated from the titles and abstracts of the papers in this site.

This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.