| 2011 | Machine Learning a Probabilistic Network of Ecological Interactions. | Alireza Tamaddoni-Nezhad, David A. Bohan, Alan Raybould, Stephen H. Muggleton |
| 2011 | Beyond Reward: The Problem of Knowledge and Data. | Richard S. Sutton |
| 2011 | Discovering Ligands for TRP Ion Channels Using Formal Concept Analysis. | Mahito Sugiyama, Kentaro Imajo, Keisuke Otaki, Akihiro Yamamoto |
| 2011 | Knowledge-Guided Identification of Petri Net Models of Large Biological Systems. | Ashwin Srinivasan, Michael Bain |
| 2011 | Using Machine-Generated Soft Constraints for Roster Problems. | Yoshihisa Shiina, Hayato Ohwada |
| 2011 | Learning Directed Relational Models with Recursive Dependencies. | Oliver Schulte, Hassan Khosravi, Tong Man |
| 2011 | Improving Search Engine Query Expansion Techniques with ILP. | Jos Carlos Almeida Santos, Manuel Fonseca de Sam Bento Ribeiro |
| 2011 | Active Learning of Relational Action Models. | Christophe Rodrigues, Pierre Grard, Cline Rouveirol, Henry Soldano |
| 2011 | The PITA System for Logical-Probabilistic Inference. | Fabrizio Riguzzi, Terrance Swift |
| 2011 | k-Optimal: A Novel Approximate Inference Algorithm for ProbLog. | Joris Renkens, Guy Van den Broeck, Siegfried Nijssen |
| 2011 | Learning Theories Using Estimation Distribution Algorithms and (Reduced) Bottom Clauses. | Cristiano Grij Pitangui, Gerson Zaverucha |
| 2011 | Predictive Learning in Two-Way Datasets. | Beau Piccart, Hendrik Blockeel, Andy Georges, Lieven Eeckhout |
| 2011 | Towards Efficient Higher-Order Logic Learning in a First-Order Datalog Framework. | Niels Pahlavi, Stephen H. Muggleton |
| 2011 | Efficient Operations in Feature Terms Using Constraint Programming. | Santiago Ontan, Pedro Meseguer |
| 2011 | ILP for Cosmetic Product Selection. | Hiroyuki Nishiyama, Fumio Mizoguchi |
| 2011 | Integrating Relational Reinforcement Learning with Reasoning about Actions and Change. | Matthias Nickles |
| 2011 | Can ILP Learn Complete and Correct Game Strategies? | Stephen H. Muggleton, Changze Xu |
| 2011 | MC-TopLog: Complete Multi-clause Learning Guided by a Top Theory. | Stephen H. Muggleton, Dianhuan Lin, Alireza Tamaddoni-Nezhad |
| 2011 | Statistical Relational Learning of Object Affordances for Robotic Manipulation. | Bogdan Moldovan, Martijn van Otterlo, Luc De Raedt, Plinio Moreno, Jos Santos-Victor |
| 2011 | mLynx: Relational Mutual Information. | Nicola Di Mauro, Teresa Maria Altomare Basile, Stefano Ferilli, Floriana Esposito |
| 2011 | Learning User Behaviours in Real Mobile Domains. | Andreas Markitanis, Domenico Corapi, Alessandra Russo, Emil C. Lupu |
| 2011 | Can ILP Deal with Incomplete and Vague Structured Knowledge? | Francesca A. Lisi, Umberto Straccia |
| 2011 | Does Multi-Clause Learning Help in Real-World Applications? | Dianhuan Lin, Jianzhong Chen, Hiroaki Watanabe, Stephen H. Muggleton, Pooja Jain, Michael J. E. Sternberg, Charles Baxter, Richard A. Currie, Stuart J. Dunbar, Mark Earll, Jos Domingo Salazar |
| 2011 | Relational Networks of Conditional Preferences - (Extended Abstract). | Frdric Koriche |
| 2011 | Relational Learning for Spatial Relation Extraction from Natural Language. | Parisa Kordjamshidi, Paolo Frasconi, Martijn van Otterlo, Marie-Francine Moens, Luc De Raedt |