Research output per year
Research output per year
MR.
My research interests lie on the intersection of Machine Learning and the expectations we place on them. I am interested on how to design models that are robust, trustworthy, and that behave in a coherent way relatively to what we expect. In particular, I look into ways that we can incorporate prior knowledge (e.g. the trade-off we want to achieve between different tasks, the causal relationship between variables) such that the model respects this knowledge and thus do not violate our domain constraints. Moreover, I am interested in a number of related topics such as:
- Reasoning with ML models,
- Neuro-symbolic AI,
- Generative probabilistic models,
- Model identifiability.
2024, PhD in Machine Learning, Saarland University
2018, MSc, Advanced Computer Science, University of Murcia
2018, BSc, Computer Science Engineering, University of Murcia
2017, BSc, Mathematics, University of Murcia
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Research output: Contribution to conference › Paper › peer-review
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Research output: Contribution to conference › Paper › peer-review
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution