Publications

Publications

• Exploring Equity of Climate Policies using Multi-Agent Multi-Objective Reinforcement Learning
  Accepted to International Joint Conference on Artifial Intelligence, Montreal 2025
  Biswas, P.*, Osika, Z.*, Tamassia, I.*, Whorra, A.*, Zatarain-Salazar, J., Kwakkel, J., Oliehoek, F. A., & Murukannaiah, P. K. (2025). “Exploring Equity of Climate Policies using Multi-Agent Multi-Objective Reinforcement Learning.” IJCAI, Montral 2025
  Read the paper here

• Multi-Objective Reinforcement Learning for Water Management
  Accepted to International Conference on Autonomous Agents and Multiagent Systems, Detroit 2025
  Osika, Z., Radelescu R., Zatarain-Salazar, J., Oliehoek, F. A., & Murukannaiah, P. K. (2025). “Multi-Objective Reinforcement Learning for Water Management.” AAMAS, Detroit 2025
  Read the paper here

• Navigating Trade-offs: Policy Summarization for Multi-Objective Reinforcement Learning
  Frontiers in Artificial Intelligence and Applications, Volume 392: ECAI 2024
  Osika, Z., Zatarain Salazar, J., Oliehoek, F. A., & Murukannaiah, P. K. (2024). “Navigating Trade-offs: Policy Summarization for Multi-Objective Reinforcement Learning.” Frontiers in Artificial Intelligence and Applications, 392: ECAI 2024 (pp. 2919–2926).
  Read the paper here

• What Lies beyond the Pareto Front? A Survey on Decision-Support Methods for Multi-Objective Optimization
  International Joint Conference on Artificial Intelligence, Macau 2023
  Osika, Z., Zatarain Salazar, J., Roijers, D. M., Oliehoek, F. A., & Murukannaiah, P. K. (2023). “What Lies beyond the Pareto Front? A Survey on Decision-Support Methods for Multi-Objective Optimization.” Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, IJCAI-23 (pp. 6741–6749).
  Read the paper here

• Space applications in Sub-Saharan Africa have impact on more than a dozen Sustainable Development Goals
  72nd International Astronautical Congress 2021 25-29 October 2021, Dubai, United Arab Emirates
  Montanari E., Osika Z. (2021). “Space applications in Sub-Saharan Africa have impact on more than a dozen Sustainable Development Goals.” IAC 2021 Read the paper here

• Comparison of tree-based models performance in prediction of marketing campaign results using Explainable Artificial Intelligence tools
  Master Thesis
  Osika, Z; Chlebus, M. (2020). “Comparison of tree-based models performance in prediction of marketing campaign results using Explainable Artificial Intelligence tools.” Master Thesis.
  Read the paper here

• Tertiary Education Levels and Earnings in Poland and Some Other OECD Countries
  Ekonomista, 341-371
  K Goraus-Tańska, Z Osika (2020). “Tertiary Education Levels and Earnings in Poland and Some Other OECD Countries.” Ekonomista, 341-371 Read the paper here