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