| 2005 | Probabilistic First-Order Theory Revision from Examples. | Aline Paes, Kate Revoredo, Gerson Zaverucha, Vtor Santos Costa |
| 2005 | Induction of the Indirect Effects of Actions by Monotonic Methods. | Ramn P. Otero |
| 2005 | Predicate Selection for Structural Decision Trees. | Kee Siong Ng, John W. Lloyd |
| 2005 | Generalization Behaviour of Alkemic Decision Trees. | Kee Siong Ng |
| 2005 | Machine Learning for Systems Biology. | Stephen H. Muggleton |
| 2005 | Spatial Clustering of Structured Objects. | Donato Malerba, Annalisa Appice, Antonio Varlaro, Antonietta Lanza |
| 2005 | ILP Meets Knowledge Engineering: A Case Study. | Francesca A. Lisi, Floriana Esposito |
| 2005 | Learning Closed Sets of Labeled Graphs for Chemical Applications. | Sergei O. Kuznetsov, Mikhail V. Samokhin |
| 2005 | Online Closure-Based Learning of Relational Theories. | Frdric Koriche |
| 2005 | Inducing Causal Laws by Regular Inference. | Katsumi Inoue, Hideyuki Bando, Hidetomo Nabeshima |
| 2005 | Tutorial on Statistical Relational Learning. | Lise Getoor |
| 2005 | Strategies to Parallelize ILP Systems. | Nuno A. Fonseca, Fernando M. A. Silva, Rui Camacho |
| 2005 | Logical Bayesian Networks and Their Relation to Other Probabilistic Logical Models. | Daan Fierens, Hendrik Blockeel, Maurice Bruynooghe, Jan Ramon |
| 2005 | Automatic Induction of Abduction and Abstraction Theories from Observations. | Stefano Ferilli, Teresa Maria Altomare Basile, Nicola Di Mauro, Floriana Esposito |
| 2005 | Distance Based Generalisation. | Vicent Estruch, Csar Ferri, Jos Hernndez-Orallo, M. Jos Ramrez-Quintana |
| 2005 | Learning Teleoreactive Logic Programs from Problem Solving. | Dongkyu Choi, Pat Langley |
| 2005 | Converting Semantic Meta-knowledge into Inductive Bias. | John Cabral, Robert C. Kahlert, Cynthia Matuszek, Michael Witbrock, Brett Summers |
| 2005 | A Framework for Set-Oriented Computation in Inductive Logic Programming and Its Application in Generalizing Inverse Entailment. | Hctor Corrada Bravo, David Page, Raghu Ramakrishnan, Jude W. Shavlik, Vtor Santos Costa |
| 2005 | Guiding Inference Through Relational Reinforcement Learning. | Nima Asgharbeygi, Negin Nejati, Pat Langley, Sachiyo Arai |
| 2005 | An Output-Polynomial Time Algorithm for Mining Frequent Closed Attribute Trees. | Hiroki Arimura, Takeaki Uno |
| 2004 | A Monte Carlo Study of Randomised Restarted Search in ILP. | Filip Zelezn, Ashwin Srinivasan, David Page |
| 2004 | First Order Random Forests with Complex Aggregates. | Celine Vens, Anneleen Van Assche, Hendrik Blockeel, Saso Dzeroski |
| 2004 | Modelling Inhibition in Metabolic Pathways Through Abduction and Induction. | Alireza Tamaddoni-Nezhad, Antonis C. Kakas, Stephen H. Muggleton, Florencio Pazos |
| 2004 | Scaling Up ILP: Experiences with Extracting Relations from Biomedical Text. | Jude W. Shavlik |
| 2004 | A Simulated Annealing Framework for ILP. | Mathieu Serrurier, Henri Prade, Gilles Richard |