Kristina Levina

Kristina Levina

PhD Student

About Me

I am an industrial WASP PhD student in the Machine Reasoning Lab under supervision of Jendrik Seipp. I work at Ericsson as a researcher for industrial AI, and my research focus is energy optimisation of Radio Base Stations.

Short bio

I received my Master's degree in Statistics at Linköping University in June 2023 and joined the Machine Reasoning Lab in September 2023.

Publications

2026

  • Kristina Levina, Nikolaos Pappas, Athanasios Karapantelakis, Aneta Vulgarakis Feljan and Jendrik Seipp.
    Reinforcement Learning with Reward Machines for Sleep Control in Mobile Networks.
    In Proceedings of the 27th IEEE International Workshop on Signal Processing and Artificial Intelligence for Wireless Communications (SPAWC 2026). 2026.
    paper | citation

  • Kristina Levina, Nikolaos Pappas, Athanasios Karapantelakis, Aneta Vulgarakis Feljan and Jendrik Seipp.
    Reinforcement Learning for Long-Horizon Unordered Tasks: From Boolean to Coupled Reward Machines.
    In ICAPS 2026 Workshop on Bridging the Gap Between AI Planning and Reinforcement Learning (PRL). 2026.
    paper | slides | citation

2024

  • Kristina Levina, Nikolaos Pappas, Athanasios Karapantelakis, Aneta Vulgarakis Feljan and Jendrik Seipp.
    Numeric Reward Machines.
    In ICAPS 2024 Workshop on Bridging the Gap Between AI Planning and Reinforcement Learning (PRL). 2024.
    paper | poster | citation