| 2004 | A Monte Carlo Study of Randomised Restarted Search in ILP. Filip Zelezný, Ashwin Srinivasan, David Page |
| 2004 | A Simulated Annealing Framework for ILP. Mathieu Serrurier, Henri Prade, Gilles Richard |
| 2004 | An Efficient Algorithm for Reducing Clauses Based on Constraint Satisfaction Techniques. Jérôme Maloberti, Einoshin Suzuki |
| 2004 | At the Interface of Inductive Logic Programming and Statistics. James Cussens |
| 2004 | Automated Synthesis of Data Analysis Programs: Learning in Logic. Wray L. Buntine |
| 2004 | Automatic Induction of First-Order Logic Descriptors Type Domains from Observations. Stefano Ferilli, Floriana Esposito, Teresa Maria Altomare Basile, Nicola Di Mauro |
| 2004 | Bottom-Up ILP Using Large Refinement Steps. Marta Arias, Roni Khardon |
| 2004 | Circumscription Policies for Induction. Katsumi Inoue, Haruka Saito |
| 2004 | Efficient Evaluation of Candidate Hypotheses in AL-log. Francesca A. Lisi, Floriana Esposito |
| 2004 | FOIL-D: Efficiently Scaling FOIL for Multi-relational Data Mining of Large Datasets. Joseph Bockhorst, Irene M. Ong |
| 2004 | First Order Random Forests with Complex Aggregates. Celine Vens, Anneleen Van Assche, Hendrik Blockeel, Saso Dzeroski |
| 2004 | From Promising to Profitable Applications of ILP: A Case Study in Drug Discovery. Luc Dehaspe |
| 2004 | Generalization Algorithms for Second-Order Terms. Kouichi Hirata, Takeshi Ogawa, Masateru Harao |
| 2004 | Improving Rule Evaluation Using Multitask Learning. Mark D. Reid |
| 2004 | Inductive Logic Programming, 14th International Conference, ILP 2004, Porto, Portugal, September 6-8, 2004, Proceedings Rui Camacho, Ross D. King, Ashwin Srinivasan |
| 2004 | Learning Ensembles of First-Order Clauses for Recall-Precision Curves: A Case Study in Biomedical Information Extraction. Mark H. Goadrich, Louis Oliphant, Jude W. Shavlik |
| 2004 | Learning Goal Hierarchies from Structured Observations and Expert Annotations. Tolga Könik, John E. Laird |
| 2004 | Learning Logic Programs with Annotated Disjunctions. Fabrizio Riguzzi |
| 2004 | Learning an Approximation to Inductive Logic Programming Clause Evaluation. Frank DiMaio, Jude W. Shavlik |
| 2004 | Learning, Logic, and Probability: A Unified View. Pedro M. Domingos |
| 2004 | Logical Markov Decision Programs and the Convergence of Logical TD(lambda). Kristian Kersting, Luc De Raedt |
| 2004 | Macro-Operators Revisited in Inductive Logic Programming. Érick Alphonse |
| 2004 | Modelling Inhibition in Metabolic Pathways Through Abduction and Induction. Alireza Tamaddoni-Nezhad, Antonis C. Kakas, Stephen H. Muggleton, Florencio Pazos |
| 2004 | On Avoiding Redundancy in Inductive Logic Programming. Nuno A. Fonseca, Vítor Santos Costa, Fernando M. A. Silva, Rui Camacho |
| 2004 | On the Effect of Caching in Recursive Theory Learning. Margherita Berardi, Antonio Varlaro, Donato Malerba |
| 2004 | Scaling Up ILP: Experiences with Extracting Relations from Biomedical Text. Jude W. Shavlik |
| 2004 | Systems Biology: A New Challenge for ILP. Steve Oliver |