Publications

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 Tønder 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. In Eindhoven University of Technology - Embedded Systems Master Thesis.

Martin Roa-Villescas, Mauricio Orozco-Alzate (2012). Bird in the Hand: An Electronic Field Guide App for Bird Watchers. In IEEE Potentials.