Publications

Martin Roa Villescas (2025). Exact Inference Optimization in Discrete Graphical Models. Eindhoven University of Technology.

Martin Roa Villescas, Xuanzhao gao, Sander stuijk, Henk corporaal, Jin guo liu (2024). Probabilistic inference in the era of tensor networks and differential programming. In Phys. Rev. Res..

Patrick wijnings, Martin Roa Villescas, Sander stuijk, Bert de vries, Henk corporaal (2024). On the Importance of the Execution Schedule for Bayesian Inference. In ACM TOPML.

Martin Roa Villescas, Jin guo liu, Patrick wijnings, Sander stuijk, Henk corporaal (2024). Pushing the Boundaries of Probabilistic Inference through Message Contraction Optimization. In Artificial Intelligence.

Martin Roa Villescas, Jin guo liu (2023). TensorInference: A Julia package for tensor-based probabilistic inference. In JOSS.

Martin Roa Villescas, Jin guo liu, Patrick wijnings, Sander stuijk, Henk corporaal (2023). Scaling Probabilistic Inference through Message Contraction Optimization. In CSCE'23.

Martin Roa Villescas, Patrick wijnings, Sander stuijk, Henk corporaal (2022). Partial Evaluation in Junction Trees. In DSD'22.

Martin Roa Villescas, Bert de vries, Sander stuijk, Henk corporaal (2020). Real-Time Audio Processing for Hearing Aids Using a Model-Based Bayesian Inference Framework. In SCOPES ‘20.

Burak ergul, Thijs van de laar, Magnus t%c3%b8nder koudahl, Martin Roa Villescas, Bert de vries (2020). Learning Where to Park. In IWAI 2020.

Martin Roa Villescas, Frank van heesch, Gerard de haan (2013). 3D Face Reconstruction using Structured Light on a Hand-held Device. Eindhoven University of Technology.