2026

• Suggestion-Based Assistance of Suboptimal Users in Sequential Decision-Making Tasks
  Niklas Dieckow, Pierre-Alexandre Murena
  Accepted at 25th International Conference on Autonomous Agents and Multiagent Systems

2025

• Two-Agent Case-Based Reasoning for Prediction
  Pierre-Alexandre Murena
  International Conference on Case-Based Reasoning
• Single-positive multi-label learning with label cardinality
  Shayan Gharib, Pierre-Alexandre Murena, Arto Klami
  Transactions of Machine Learning Research
• Detect, Adapt, Overcome: Mitigating Concept Drift in Federated Learning
  Iftekhar Rahman, Nisal Hemadasa, Dominik Kaaser, Pierre-Alexandre Murena, Stefan Schulte
  3rd IEEE International Conference on Federated Learning Technologies and Applications (FLTA 2025

2023

• Cooperative Bayesian Optimization for Imperfect Agents
  Ali Khoshvishkaie, Petrus Mikkola, Pierre-Alexandre Murena, Samuel Kaski
  Joint European Conference on Machine Learning and Knowledge Discovery in Databases
• Teaching to learn: sequential teaching of learners with internal states
  Mustafa Mert Çelikok, Pierre-Alexandre Murena, Samuel Kaski
  Proceedings of the AAAI Conference on Artificial Intelligence
• Modeling needs user modeling
  Mustafa Mert Çelikok, Pierre-Alexandre Murena, Samuel Kaski
  Frontiers in Artificial Intelligence