Inductive Logic Programming At 30: A New Introduction
Authors: Andrew Cropper, Sebastijan Dumančić
JAIR 2022 | Venue PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | As ILP turns 30, we provide a new introduction to the field. We introduce the necessary logical notation and the main learning settings; describe the building blocks of an ILP system; compare several systems on several dimensions; describe four systems (Aleph, TILDE, ASPAL, and Metagol); highlight key application areas; and, finally, summarise current limitations and directions for future research. |
| Researcher Affiliation | Academia | Andrew Cropper EMAIL University of Oxford, Oxford, OX1 2JD, United Kingdom Sebastijan Dumanˇci c EMAIL TU Delft, Van Mourik Broekmanweg 6, 2628 XE Delft, The Netherlands |
| Pseudocode | No | The paper describes algorithms and procedures in structured paragraph text with numbered steps, such as in Section 6, but these are not formatted like code or explicitly labeled as pseudocode or algorithm blocks. |
| Open Source Code | Yes | Cropper, A., & Muggleton, S. H. (2016). Metagol system. https://github.com/metagol/metagol. |
| Open Datasets | No | This paper is a survey and introduction to Inductive Logic Programming. It describes applications and research that utilize various datasets (e.g., string transformations, game rules, MNIST) but does not conduct its own experiments or provide access information for datasets it uses. |
| Dataset Splits | No | This paper is a survey and introduction to Inductive Logic Programming. It describes applications and research that utilize various datasets but does not conduct its own experiments or specify dataset splits for its own work. |
| Hardware Specification | No | This paper is a survey and does not report on original experimental results, therefore no hardware specifications are provided. |
| Software Dependencies | No | This paper is a survey and does not describe a new methodology requiring specific software dependencies with version numbers. It mentions various ILP systems and programming languages, but not as dependencies for the work presented in this paper. |
| Experiment Setup | No | This paper is a survey and introduction to Inductive Logic Programming, and as such, it does not present original experimental work or specific experimental setup details. |