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Mohsen Amidzadeh

Postdoctoral Researcher | Stochastic Control & Reinforcement Learning

Selected Publications

  1. Mohsen Amidzadeh, Lauri Viitasaari, Mario Di Francesco, "Non-Parametric Optimization for Scalable Learning in Stochastic Decision Problems", International Conference on Machine Learning, 2026. [PDF]
  2. Mohsen Amidzadeh "A Convergence-Guaranteed Algorithm for Stochastic Optimal Control Problems", arXive/em>, 2026. [PDF]</li>
  3. Mohsen Amidzadeh, Mario Di Francesco, "FB-MOAC: A Reinforcement Learning Algorithm for Forward-Backward Markov Decision Processes", Transaction on Machine Learning Research, 2025. [PDF]
  4. Mohsen Amidzadeh, "A Scale-Independent Multi-Objective Reinforcement Learning with Convergence Analysis", IEEE Control and Decision Conference, 2023. [PDF]
  5. Mohsen Amidzadeh, "Time-Varying Optimization with Optimal Parametric Function", IEEE Control and Decision Conference, 2023. [PDF]
  6. Mohsen Amidzadeh, Olav Tirkkonen, Giuseppe Caire, "Optimal Multicast-Cache-Aided On-demand Streaming in Heterogeneous Wireless Networks via a Path/Surface Following Approach", IEEE Transactions on Wireless Communications, 2023. [PDF]
  7. Ashvin Srinivasan, Mohsen Amidzadeh, Junshan Zhang, Olav Tirkkonen, "Adaptive cache policy optimization through deep reinforcement learning in dynamic cellular networks", invited to publish in Journal of Intelligent and Converged Networks, 2024. [PDF]
  8. Ashvin Srinivasan, Mohsen Amidzadeh, Junshan Zhang, Olav Tirkkonen, "Cache Policy Design via Reinforcement Learning for Cellular Networks in Non-Stationary Environment", IEEE International Conference on Communications Workshops, 2023. [PDF]
  9. Mohsen Amidzadeh, Hanan Al-Tous, Giuseppe Caire and Olav Tirkkonen, "Caching in Cellular Networks Based on Multipoint Multicast Transmissions", IEEE Transactions on Wireless Communications, October 2022. [PDF]
  10. Mohsen Amidzadeh, Hanan Al-Tous, Olav Tirkkonen, Junshan Zhang, "Joint Cache Placement and Delivery Design using Reinforcement Learning for Cellular Networks", IEEE VTC, 2021. [PDF]
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    Other Publications

    1. Mohsen Amidzadeh, “A Novel Path-Following Method for Time-Varying Optimizations with Optimal Parametric Functions”, invited to publish in Journal of Electrical Electronics Engineering (JEEE), 2024. [PDF]
    2. Mohsen Amidzadeh, Olav Tirkkonen, Giuseppe Caire, “Optimal bandwidth allocation for multicast-cache-aided on-demand streaming in wireless networks”, IEEE Global Communications Conference, 2022. [PDF]
    3. Mohsen Amidzadeh, Hanan Al-Tous, Giuseppe Caire and Olav Tirkkonen, “Cellular traffic offloading with optimized compound single-point unicast and cache-based multipoint multicast”, IEEE Wireless Communications and Networking Conference, 2022. [PDF]
    4. Mohsen Amidzadeh, Hanan Al-Tous, Giuseppe Caire and Olav Tirkkonen, “Orthogonal multipoint multicast caching in OFDM cellular networks with ICI and IBI”, IEEE Annual International Symposium on Personal, Indoor and Mobile Communications, 2021. [PDF]
    5. Mohsen Amidzadeh, Hanan Al-Tous, Giuseppe Caire and Olav Tirkkonen , “Cellular network caching based on multipoint multicast transmissions”, IEEE Global Communications Conference, 2020. [PDF]
    6. Vahid Heidari, Mohsen Amidzadeh, Khosrow Sadeghi, Amir Mansour Pezeshk, “Exact solutions of time difference of arrival source localisation based on semi‐definite programming and Lagrange multiplier: complexity and performance analysis”, IET Signal Processing. [PDF]
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