ILP/AAIP Sessions (All times are BST)
Location: Flitcroft
Wednesday 28th, 14:50 – 17:00 BST
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14:50 – 15:50: ILP/AAIP Session 1 (Statistical Relational Learning) Location: Flitcroft Chair: Stephen Muggleton |
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14:50 – 15:20
Conference Track Damiano Azzolini, Elena Bellodi and Fabrizio Riguzzi Learning the Parameters of Probabilistic Answer Set Programs.
15:20 – 15:50
Conference Track Felix Weitkämper Functional lifted Bayesian networks: Statistical relational learning and reasoning with relative frequencies. |
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16:00 – 17:00: ILP/AAIP Session 2 (Knowledge and Transfer Learning) Location: Flitcroft Chair: Alireza Tamaddoni-Nezhad |
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16:00 – 16:30
Conference Track Tomáš Kliegr RDFRules: Making RDF Rule Mining Easier and Even More Efficient.
16:30 – 17:00
Conference Track Thais Luca, Aline Paes and Gerson Zaverucha Combining word embeddings-based similarity measures for transfer learning across relational domains. |
Thursday 29th, 09:50 – 12:00 BST
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09:50 – 10:50: ILP/AAIP Session 3 (Scientific Reasoning) Location: Flitcroft Chair: Ute Schmid |
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09:50 – 10:20
Conference Track Dany Varghese, Didac Barroso-Bergada, David A. Bohan and Alireza Tamaddoni-Nezhad Efficient Abductive Learning of Microbial Interactions using Meta Inverse Entailment.
10:20 – 10:50
Conference Track Bettina Finzel, Simon Kuhn, David Tafler and Ute Schmid Explaining with Attribute-Based and Relational Near Misses: An Interpretable Approach to Distinguishing Facial Expressions of Pain and Disgust. |
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11:00 – 12:00: ILP/AAIP Session 4 (Learning Temporal Models) Location: Flitcroft Chair: Richard Evans |
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11:00 – 11:30
Conference Track Tony Ribeiro, Maxime Folschette, Morgan Magnin, Kotaro Okazaki, Lo Kuo-Yen and Katsumi Inoue Diagnosis of Event Sequences with LFIT.
11:30 - 12:00
Conference Track Nikos Katzouris and Georgios Paliouras Learning Automata-Based Complex Event Patterns in Answer Set Programming. |
Thursday 29th, 14:20 – 17:00 BST
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14:20 – 15:50: ILP/AAIP Session 5 (Synthesis and Planning) Location: Flitcroft Chair: Stephen Muggleton |
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14:20 – 14:50
AAIP Invited Talk Donato Malerba Explainable Artificial Intelligence for Cybersecurity.
14:50 – 15:20
Conference Track Pat Langley Learning Hierarchical Problem Networks for Knowledge-Based Planning.
15:20 – 15:50
Conference Track Aditya Challa, Ashwin Srinivasan, Michael Bain and Gautam Shroff A ProgramSynthesis Challenge for ILP Based on ARC-like Problems. |
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16:00 – 17:00: ILP/AAIP Session 6 (Argumentation and Language) Location: Flitcroft Chair: Noah Goodman |
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16:00 – 16:30
Conference Track Maurizio Proietti and Francesca Toni Learning Assumption-based Argumentation Frameworks.
16:30 – 17:00
Conference Track Verena Blaschke, Thora Daneyko, Jekaterina Kaparina, Zhuge Gao and Johannes Dellert Navigable atom-rule interactions in PSL models enhanced by rule verbalizations with an application to etymological inference. |
Friday 30th, 11:30 – 12:00 BST
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11:30 – 12:00: ILP Late-Breaking Location: Flitcroft Chair: Stephen Muggleton |
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11:30 - 11:40
Late-Breaking Peter Jung and Ondřej Kuželka Graph Generation with Graph on Generative Adversarial Networks.
11:40 - 11:50
Late-Breaking Martin Svatoš, Peter Jung, Filip Zelezny, Giuseppe Marra and Ondřej Kuželka Learning to Generate Molecules From Small Datasets Using Neural Markov Logic Networks.
11:50 - 12:00
Late-Breaking Sebastian Mežnar, Matej Bevec, Nada Lavrač and Blaž Škrlj A study in Ontology Completion with Graph-based Machine Learning. |