Proceedings
- Publication of the ILP 2018 regular papers, LNAI 11105. Downloadable for free until October 1st 2018.
- Publication of the Special Issue in the Machine Learning Journal.
- Accepted Work in Progress papers.
- Publication of the Up-and-Coming, Short and Already Published papers, CEUR 2206.
Conference Program
Sunday 2
08:30-09:00 | Registration |
09:00-09:30 | Conference Opening |
09:30-10:30 | Keynote speaker 1: Marco Gori Learning and Inference with Constraints |
10:30-11:00 | Coffee Break |
11:00-12:30 | Session 1: Relational Learning - Session Chair: Matthias Nickles |
11:00-11:30 | Swann Legras, Céline Rouveirol, Veronique Ventos The game of Bridge: a challenge for ILP - slides |
11:30-12:00 | Tirtharaj Dash, Ashwin Srinivasan, Lovekesh Vig, Oghenejokpeme I. Orhobor, Ross King Large-Scale Assessment of Deep Relational Machines - slides |
12:00-12:15 | Ondřej Hubáček, Gustav Šourek, Filip Železný Lifted Relational Team Embeddings for Predictive Sports Analytics - slides |
12:15-12:30 | Nikos Katzouris, Alexander Artikis, Georgios Paliouras Online Learning of Weighted Relational Rules for Complex Event Recognition - slides |
12:30-14:00 | Lunch |
14:00-15:30 | Session 2: Relational Learning (cont.) and ASP - Session Chair: Stephen Muggleton |
14:00-14:20 | Dehua Chen, Yunying Wu, Jiajin Le, Qiao Pan Context-Aware End-To-End Relation Extracting from Clinical Texts with Attention-based Bi-Tree-GRUs - slides |
14:20-14:50 | Matthias Nickles Sampling-Based SAT/ASP Multi-Model Optimization as a Framework for Probabilistic Inference - slides |
14:50-15:10 | Farhad Shakerin, Gopal Gupta Heuristic Based Induction of Answer Set Programs, From Default theories to Combinatorial problems - slides |
15:10-15:25 | Mark Law, Alessandra Russo, Krysia Broda The Complexity and Generality of Learning Answer Set Programs - slides |
15:30-16:00 | Coffee Break |
16:00-17:30 | Poster Session 1 |
19:00-20:30 | Welcome Cocktail Palazzo Crema |
Monday 3
08:45-09:00 | Registration |
09:00-10:00 | Keynote speaker 2: William Cohen Using Deep Learning Platforms to Perform Inference over Large Knowledge Bases |
10:00-10:30 | Session 3: Meta-interpretive learning - Session Chair: Céline Rouveirol |
10:00-10:30 | Andrew Cropper, Stephen Muggleton Learning efficient logic programs - slides |
10:30-11:00 | Coffee Break |
11:00-12:30 | Session 3: Meta-interpretive learning (cont.) - Session Chair: Céline Rouveirol |
11:00-11:30 | Andrew Cropper, Sophie Tourret Derivation reduction of metarules in meta-interpretive learning - slides |
11:30-12:00 | Céline Hocquette, Stephen Muggleton How much can experimental cost be reduced in active learning of agent strategies? - slides |
12:00-12:15 | Stassa Patsantzis, Stephen Muggleton Which background knowledge is relevant? - slides |
12:15-12:30 | Tobias Kaminski, Thomas Eiter, Katsumi Inoue Efficiently Encoding Meta-Interpretive Learning by Answer Set Programming - slides |
12:30-14:00 | Lunch |
14:00-15:30 | Session 4: Ontologies & Knowledge graphs - Session Chair: Gerson Zaverucha |
14:00-14:30 | Blaž Škrlj, Jan Kralj, Nada Lavrac Targeted End-to-end Knowledge Graph Decomposition - slides |
14:30-15:00 | Evgeny Kharlamov, Ognjen Savkovic, Gulnar Mehdi, Guohui Xiao, Elem Guezel Kalayci Diagnostics of Trains with Semantic Diagnostics Rules - slides |
15:00-15:15 | Yingbing Hua, Björn Hein Concept Learning in Engineering based on Refinement Operator - slides |
15:15-15:30 | Francesca Alessandra Lisi Mining the Web of Data with Metaqueries - slides |
15:30-16:00 | Coffee Break |
16:00-17:30 | Business Meeting |
18:00-20:00 | Visit to the castle Castello Estense |
20:00-24:00 | Social dinner Castello Estense |
Tuesday 4
08:45-09:00 | Registration |
09:00-10:00 | Keynote speaker 3: Maximilian Nickel Hierarchical Representation Learning on Relational Data |
10:00-10:30 | Session 5: ILP and Applications - Session Chair: Francesca Alessandra Lisi |
10:00-10:30 | Johannes Rabold, Michael Siebers, Ute Schmid Explaining Black-box Classifiers with ILP - Empowering LIME with Aleph to Approximate Non-linear Decisions with Relational Rules |
10:30-11:00 | Coffee Break |
11:00-12:30 | Poster Session 2 |
12:30-14:00 | Lunch |
14:00-15:30 | Session 5: ILP and Applications (cont.) - Session Chair: Francesca Alessandra Lisi |
14:00-14:30 | Michael Siebers, Ute Schmid Was the Year 2000 a Leap Year? Step-wise Narrowing Theories with Metagol - slides |
14:30-14:50 | Hikaru Shindo, Masaaki Nishino, Aikihiro Yamamoto Using Binary Decision Diagrams to Enumerate Inductive Logic Programming Solutions - slides |
14:50-15:10 | Eyad Algahtani, Dimitar Kazakov GPU-Accelerated Hypothesis Cover Set Testing for Learning in Logic - slides |
15:10-15:25 | Yaniv Aspis, Krysia Broda, Alessandra Russo Tensor-Based Abduction in Horn Propositional Programs - slides |
15:30-16:00 | Coffee Break |
16:00-17:00 | Session 5: ILP and Applications (cont.) - Session Chair: Michael Siebers |
16:00-16:30 | Tony Ribeiro, Maxime Folschette, Morgan Magnin, Olivier Roux, Katsumi Inoue Learning Dynamics with Synchronous, Asynchronous and General Semantics - slides |
16:30-16:45 | Xinwei Chai, Tony Ribeiro, Morgan Magnin, Olivier Roux, Katsumi Inoue Using Reachability Properties of Logic Program for Revising Biological Models - slides |
16:45-17:00 | Manuel Fink, Christian Meilicke, Heiner Stuckenschmidt Schema mapping discovery from example data using ILP - slides |
17:00-17:30 | Closing |