Welcome! I'm Jakub Peleška

at FEE CTU in Prague

I am pioneering the field of Relational Deep Learning at the Intelligent Data Analaysis lab at FEE CTU. My PhD study focuses on the machine learning methods applied to relational databases, including graph neural networks.

Research Areas

Relational Deep Learning

Extends traditional deep learning methods to be used on relational databases and similar data structures.

Graph Neural Networks

Specialized neural networks designed to operate on graph-structured data.

Responsible AI

Refers to the development and deployment of artificial intelligence systems that are ethical, fair, transparent, and accountable.

Recent Publications

Tabular Transformers Meet Relational Databases

arxiv • 2024

REDELEX: A Framework for Relational Deep Learning Exploration

arxiv • 2025

Task-Agnostic Contrastive Pretraining for Relational Deep Learning

arxiv • 2025