| 2010 | When Does It Pay Off to Use Sophisticated Entailment Engines in ILP? | Jose Santos, Stephen H. Muggleton |
| 2010 | Incremental Learning of Relational Action Models in Noisy Environments. | Christophe Rodrigues, Pierre Grard, Cline Rouveirol |
| 2010 | Probabilistic Rule Learning. | Luc De Raedt, Ingo Thon |
| 2010 | Probabilistic Relational Learning and Inductive Logic Programming at a Global Scale. | David Poole |
| 2010 | Practical Probabilistic Programming. | Avi Pfeffer |
| 2010 | Can HOLL Outperform FOLL? | Niels Pahlavi, Stephen H. Muggleton |
| 2010 | Learning from Noisy Data Using a Non-covering ILP Algorithm. | Andrej Oblak, Ivan Bratko |
| 2010 | Multi-relational Pattern Mining Based-on Combination of Properties with Preserving Their Structure in Examples. | Yusuke Nakano, Nobuhiro Inuzuka |
| 2010 | Pruning Search Space for Weighted First Order Horn Clause Satisfiability. | Naveen Nair, Anandraj Govindan, Chander Jayaraman, T. V. S. Kiran, Ganesh Ramakrishnan |
| 2010 | Variation of Background Knowledge in an Industrial Application of ILP. | Stephen H. Muggleton, Jianzhong Chen, Hiroaki Watanabe, Stuart J. Dunbar, Charles Baxter, Richard A. Currie, Jos Domingo Salazar, Jan Taubert, Michael J. E. Sternberg |
| 2010 | Learning Discriminant Rules as a Minimal Saturation Search. | Matthieu Lopez, Lionel Martin, Christel Vrain |
| 2010 | Seeing the World through Homomorphism: An Experimental Study on Reducibility of Examples. | Ondrej Kuzelka, Filip Zelezn |
| 2010 | Rule Interchange Format: Logic Programming's Second Wind? | Michael Kifer |
| 2010 | BET : An Inductive Logic Programming Workbench. | Srihari Kalgi, Chirag Gosar, Prasad Gawde, Ganesh Ramakrishnan, Kekin Gada, Chander Iyer, T. V. S. Kiran, Ashwin Srinivasan |
| 2010 | MMRF for Proteome Annotation Applied to Human Protein Disease Prediction. | Beatriz Garca Jimnez, Agapito Ledezma, Araceli Sanchis |
| 2010 | Hypothesizing about Causal Networks with Positive and Negative Effects by Meta-level Abduction. | Katsumi Inoue, Andrei Doncescu, Hidetomo Nabeshima |
| 2010 | Learning Action Descriptions of Opponent Behaviour in the Robocup 2D Simulation Environment. | Alberto Illobre, Jorge Gonzalez, Ramn P. Otero, Jos Santos Reyes |
| 2010 | Multivariate Prediction for Learning on the Semantic Web. | Yi Huang, Volker Tresp, Markus Bundschus, Achim Rettinger, Hans-Peter Kriegel |
| 2010 | Extending ProbLog with Continuous Distributions. | Bernd Gutmann, Manfred Jaeger, Luc De Raedt |
| 2010 | Interactive Discriminative Mining of Chemical Fragments. | Nuno A. Fonseca, Max Pereira, Vtor Santos Costa, Rui Camacho |
| 2010 | Approximate Bayesian Computation for the Parameters of PRISM Programs. | James Cussens |
| 2010 | Speeding Up Planning through Minimal Generalizations of Partially Ordered Plans. | Radomr Cernoch, Filip Zelezn |
| 2010 | Approximate Inference for Logic Programs with Annotated Disjunctions. | Stefano Bragaglia, Fabrizio Riguzzi |
| 2010 | Not Far Away from Home: A Relational Distance-Based Approach to Understanding Images of Houses. | Laura Antanas, Martijn van Otterlo, Jos Oramas M., Tinne Tuytelaars, Luc De Raedt |
| 2010 | A Numerical Refinement Operator Based on Multi-Instance Learning. | rick Alphonse, Tobias Girschick, Fabian Buchwald, Stefan Kramer |