1. DOANIS Pavlos
  2. DOANIS Pavlos
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DOANIS Pavlos

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Doanis, Pavlos; Spyropoulos, Thrasyvoulos

The curse of (too much) choice: Handling combinatorial action spaces in slice orchestration problems using DQN with coordinated branches

PerAI-6G 2024, Workshop on Pervasive Network Intelligence for 6G Networks, in conjunction with INFOCOM 2024, IEEE International Conference on Computer Communications, 20 May 2024, Vancouver, Canada
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Doanis, Pavlos

A deep reinforcement learning framework for scalable slice orchestration in beyond 5G networks

Thesis
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Conférence

Doanis, Pavlos; Spyropoulos, Thrasyvoulos

Multi-agent DQN with sample-efficient updates for large inter-slice orchestration problems

ICNC 2024, Conference on Computing, Networking and Communications, 19-22 February 2024, Big Island, Hawaii, USA
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Conférence

Doanis, Pavlos; Giannakas, Theodoros; Spyropoulos, Thrasyvoulos

Scalable end-to-end slice embedding and reconfiguration based on independent DQN agents

GLOBECOM 2022, IEEE Global Communications Conference, 4-8 December 2022, Rio de Janeiro, Brazil
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Conférence

Doanis, Pavlos; Spyropoulos, Thrasyvoulos

Scalable slice orchestration with DQN agents in beyond 5G networks

CAMAD 2022, IEEE 27th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks, 2-3 November 2022, Paris, France
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Conférence

Doanis, Pavlos; Giannakas, Theodoros; Spyropoulos, Thrasyvoulos

A reinforcement learning approach for end-to-end slicing in beyond 5G networks

MeditCom 2021, IEEE International Mediterranean Conference on Communications and Networking, 7-10 Septembre 2021, Athens, Greece (Hybrid Conference)
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