Gustav Sourek

According to our database, Gustav Sourek authored at least 20 papers between 2013 and 2021.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of five.

2021

Beyond graph neural networks with lifted relational neural networks.

Gustav Sourek, Filip Zelezný, Ondrej Kuzelka

Mach. Learn., 2021

Optimal sports betting strategies in practice: an experimental review.

Matej Uhrín, Gustav Sourek, Ondrej Hubácek, Filip Zelezný

CoRR, 2021

Lossless Compression of Structured Convolutional Models via Lifting.

Gustav Sourek, Filip Zelezný, Ondrej Kuzelka

Proceedings of the 9th International Conference on Learning Representations, 2021

2020

Learning with Molecules beyond Graph Neural Networks.

Gustav Sourek, Filip Zelezný, Ondrej Kuzelka

CoRR, 2020

Lossless Compression of Structured Convolutional Models via Lifting.

Gustav Sourek, Filip Zelezný

CoRR, 2020

2019

Efficient Extraction of Network Event Types from NetFlows.

Gustav Sourek, Filip Zelezný

Secur. Commun. Networks, 2019

Learning to predict soccer results from relational data with gradient boosted trees.

Ondrej Hubácek, Gustav Sourek, Filip Zelezný

Mach. Learn., 2019

Revisiting Neural-Symbolic Learning Cycle.

Martin Svatos, Gustav Sourek, Filip Zelezný

Proceedings of the 2019 International Workshop on Neural-Symbolic Learning and Reasoning (NeSy 2019), 2019

Scaling up relational templated neural models.

Gustav Sourek, Filip Zelezný, Ondrej Kuzelka

Proceedings of the 2019 International Workshop on Neural-Symbolic Learning and Reasoning (NeSy 2019), 2019

Deep Learning with Relational Logic Representations.

Gustav Sourek

Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, 2019

2018

Lifted Relational Neural Networks: Efficient Learning of Latent Relational Structures.

Gustav Sourek, Vojtech Aschenbrenner, Filip Zelezný, Steven Schockaert, Ondrej Kuzelka

J. Artif. Intell. Res., 2018

Deep Learning from Spatial Relations for Soccer Pass Prediction.

Ondrej Hubácek, Gustav Sourek, Filip Zelezný

Proceedings of the 5th Workshop on Machine Learning and Data Mining for Sports Analytics co-located with 2018 European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2018), 2018

Lifted Relational Team Embeddings for Predictive Sports Analytics.

Ondrej Hubácek, Gustav Sourek, Filip Zelezný

Proceedings of the Up-and-Coming and Short Papers of the 28th International Conference on Inductive Logic Programming (ILP 2018), 2018

2017

Pruning Hypothesis Spaces Using Learned Domain Theories.

Martin Svatos, Gustav Sourek, Filip Zelezný, Steven Schockaert, Ondrej Kuzelka

Proceedings of the Inductive Logic Programming - 27th International Conference, 2017

Stacked Structure Learning for Lifted Relational Neural Networks.

Gustav Sourek, Martin Svatos, Filip Zelezný, Steven Schockaert, Ondrej Kuzelka

Proceedings of the Inductive Logic Programming - 27th International Conference, 2017

2016

Learning Predictive Categories Using Lifted Relational Neural Networks.

Gustav Sourek, Suresh Manandhar, Filip Zelezný, Steven Schockaert, Ondrej Kuzelka

Proceedings of the Inductive Logic Programming - 26th International Conference, 2016

2015

Visual data-flow framework of evolutionary computation.

Gustav Sourek, Petr Posik

Proceedings of the 2015 Conference on research in adaptive and convergent systems, 2015

Lifted Relational Neural Networks.

Gustav Sourek, Vojtech Aschenbrenner, Filip Zelezný, Ondrej Kuzelka

Proceedings of the NIPS Workshop on Cognitive Computation: Integrating Neural and Symbolic Approaches co-located with the 29th Annual Conference on Neural Information Processing Systems (NIPS 2015), 2015

Learning to Detect Network Intrusion from a Few Labeled Events and Background Traffic.

Gustav Sourek, Ondrej Kuzelka, Filip Zelezný

Proceedings of the Intelligent Mechanisms for Network Configuration and Security, 2015

2013

Predicting Top-k Trends on Twitter using Graphlets and Time Features.

Gustav Sourek, Ondrej Kuzelka, Filip Zelezný

Proceedings of the Late Breaking Papers of the 23rd International Conference on Inductive Logic Programming, Rio de Janeiro, Brazil, August 28th - to, 2013