Main research areas

• Artificial intelligence.
• Reinforcement learning.
• Bayesian analysis.
• Privacy.
• Fairness.

Current Students

PhD students

• Aristide C. Y. Tossou, Reinforcement learning and privacy.
• Hannes Eriksson, Safe reinforcement learning for autonomous vehicles.
• Divya Grover, Approximate reinforcement learning under constraints.

Current Master students

• Johan Backman and Hampus Ramstrom, Intrusion detection and active learning.
• Carl Fredriksson, Reinforcement learning with latent rewards.
• Zijian Han, Tianxia Cthit, Reinforcement learning for car safety.
• Johan Ek, Collaborative reinforcement learning.

Past students

PhD Students

• Nikolaos Tziortziotis, Bayesian reinforcement learning (with Kostantinos Blekas), University of Ioannina.
• Christian Savu-Krohn (with Peter Auer), University of Leoben. Image categorisation through Boosting using cost-minimising strategies for data labelling
• Florent Garcin (with Boi Faltings), EPFL. Aggregating information from the crowd: ratings, recommendations and predictions
• Brammert Ottens (with Boi Faltings), EPFL. Coordination and Sampling in Distributed Constraint Optimization

MSc Students

• Stefania Crotti, Humanization of Agents in General Gameplay.
• Wen Xu, approximate hierarchical reinforcement learning.
• Michel Edkranz, The statistics of exploit publication and deployment.
• Jarboui Firas, Multi-agent learning
• Hannes Eriksson, Adaptive experiment design.
• Fredrik Ek and Robert Stigsson, Recommendation system evaluation.
• Asbjorn Hagalin Petursson and Runar Kristinsson, Identity Bridging.
• Joacim Westelius, Optimisation of Wi-Fi Services
• Peng-Kun Liu, Planning with biased evaluations
• Mattias Warnquist, Making recommendations using contextual bandits.
• Emmanouil Androulakis, Chalmers Decision Making Under Uncertainty: A robust optimization
• Daniel Langiklde, Chalmers Large-scale content extraction from heterogeneous sources
• John Karlsson, Chalmers Learning to Play Games from Multiple Imperfect Teachers

Collaborators

• Samy Bengio, Google
• Boi Faltings, EPFL
• Devdatt Dubhashi, Chalmers
• Benjamin Rubinstein, Melbourne
• Michail Lagoudakis, TU Crete
• Aikaterini Mitrokotsa, Chalmers
• Blaine Nelson, Google
• Ronald Ortner, Leoben
• David Parkes, Harvard Daniil Ryabko, INRIA-Lille