Uncertainty in Artificial Intelligence Group

Data and AI Cluster - Department of Mathematics and Computer Science - TU Eindhoven

The UAI research group at TU/e explores uncertainty in AI and machine learning from multiple angles on principles of AI, theories of representation, probabilistic AI models, algorithms for learning, reasoning and decision making. There is also an important focus on approaches that are not only accurate but efficient, interpretative, robust and trustworthy.

Faculty

Avatar

Arthur Van Camp

(Assistant) Professor

Imprecise Probabilities, Probabilistic Graphical Models, Choice Functions

Avatar

Cassio de Campos

(Full) Professor

Probabilistic Graphical Models, Imprecise Probabilities, Generative Models, Computational Complexity, Causality, Robustness, Algorithmic Efficiency, Interpretability

Avatar

Devendra Singh Dhami

(Assistant) Professor

Causality, Neuro Symbolic AI, Probabilistic Deep Models, ML in healthcare, Human-in-the-loop Deep learning, Graphical Models, Knowledge Graphs, Scaling in Probabilistic Logic models.

Avatar

Erik Quaeghebeur

(Assistant) Professor

Artificial Intelligence, Imprecise Probability, Surrogate Modelling

Avatar

Maryam Tavakol

(Assistant) Professor

Machine Learning, Reinforcement Learning, Fairness-aware Learning, Counterfactual Learning

Avatar

Thomas Krak

(Assistant) Professor

Imprecise Probabilities, Probabilistic Graphical Models, Stochastic Processes, Inference Algorithms

Researchers

Avatar

David R. Montalvan Hernandez

PhD Candidate

Bayesian Machine Learning, Probabilistic Circuits, Quantitative Finance, Logic, Causality

Avatar

Gennaro Gala

PhD Candidate

Generative Models, Probabilistic Circuits, Machine Learning, Neural-Symbolic Integration

Avatar

Soroush Ghandi

PhD Candidate

Reinforcement Learning, Probabilistic Modeling, Uncertainty Quantification, Visual Attention

Avatar

Wieger Wesselink

Senior Engineer

Artificial Intelligence, Verification, Programming (C++, Python, Java)

Visiting Fellows

Avatar

Benjamin Quost

(Associate) Professor / Senior Researcher

Artificial Intelligence, Machine Learning under Uncertainty

Avatar

Robert Peharz

(Assistant) Professor

Artificial Intelligence, Probabilistic Machine Learning, Probabilistic Circuits

Former Members

Avatar

Alvaro H. C. Correia

Researcher

Machine Learning, Probabilistic Circuits, Natural Language Processing, Reinforcement Learning

Avatar

Vu-Linh Nguyen

(Junior) Professor

Artificial Intelligence, Probabilistic Machine Learning, Active Learning, Ensemble Learning

Avatar

Zeno van Cauter

Researcher

Natural Language Processing, Multimodal Models, Model Compression, Model Pre-training Strategies