← Search

Sebastijan Dumančić

3 accepted papers

2023

Embedding a Long Short-Term Memory Network in a Constraint Programming Framework for Tomato Greenhouse Optimisation

AAAI 2023technical

Increasing global food demand, accompanied by the limited number of expert growers, brings the need for more sustainable and efficient horticulture. The controlled environment of greenhouses enable data collection and precise control. For optimally controlling the greenhouse climate, a grower not on…

Cited by 4SourcePDFScholar
2020

From Statistical Relational to Neuro-Symbolic Artificial Intelligence

IJCAI 2020poster

Neuro-symbolic and statistical relational artificial intelligence both integrate frameworks for learning with logical reasoning. This survey identifies several parallels across seven different dimensions between these two fields. These cannot only be used to characterize and position neuro-symbolic…

Cited by 0SourcePDFScholar
2020

Turning 30: New Ideas in Inductive Logic Programming

IJCAI 2020poster

Common criticisms of state-of-the-art machine learning include poor generalisation, a lack of interpretability, and a need for large amounts of training data. We survey recent work in inductive logic programming (ILP), a form of machine learning that induces logic programs from data, which has shown…