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Adaptive Context-Aware Multi-Path Transmission Control for VR/AR Content: A Deep Reinforcement Learning Approach

2024-12-27 · Shakil Ahmed, Saifur Rahman Sabuj, Ashfaq Khokhar

This paper introduces the Adaptive Context-Aware Multi-Path Transmission Control Protocol (ACMPTCP), an efficient approach designed to optimize the performance of Multi-Path Transmission Control Protocol (MPTCP) for data-intensive applications such as augmented and virtual reality (AR/VR) streaming. ACMPTCP addresses the limitations of conventional MPTCP by leveraging deep reinforcement learning (DRL) for agile end-to-end path management and optimal bandwidth allocation, facilitating path realignment across diverse network environments.

📄 PDF Abstract BibTeX arXiv:2412.19737

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Deep Reinforcement LearningManagementreinforcement-learningReinforcement Learning

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