| 2012 | Inductive Logic Programming - 21st International Conference, ILP 2011, Windsor Great Park, UK, July 31 - August 3, 2011, Revised Selected Papers Stephen H. Muggleton, Alireza Tamaddoni-Nezhad, Francesca A. Lisi |
| 2011 | Active Learning of Relational Action Models. Christophe Rodrigues, Pierre Gérard, Céline Rouveirol, Henry Soldano |
| 2011 | Beyond Reward: The Problem of Knowledge and Data. Richard S. Sutton |
| 2011 | Comparison of Upward and Downward Generalizations in CF-Induction. Yoshitaka Yamamoto, Katsumi Inoue, Koji Iwanuma |
| 2011 | Conceptual Clustering of Multi-Relational Data. Nuno A. Fonseca, Vítor Santos Costa, Rui Camacho |
| 2011 | DNF Hypotheses in Explanatory Induction. Katsumi Inoue |
| 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, José Domingo Salazar |
| 2011 | Efficient Operations in Feature Terms Using Constraint Programming. Santiago Ontañón, Pedro Meseguer |
| 2011 | Exploiting Constraints. Toby Walsh |
| 2011 | Expressive Power of Safe First-Order Logical Decision Trees. Joris J. M. Gillis, Jan Van den Bussche |
| 2011 | Graph-Based Relational Learning with a Polynomial Time Projection Algorithm. Brahim Douar, Michel Liquiere, Cherif Chiraz Latiri, Yahya Slimani |
| 2011 | Inductive Logic Programming in Answer Set Programming. Domenico Corapi, Alessandra Russo, Emil Lupu |
| 2011 | Inference and Learning in Planning. Hector Geffner |
| 2011 | Integrating Model Checking and Inductive Logic Programming. Dalal Alrajeh, Alessandra Russo, Sebastián Uchitel, Jeff Kramer |
| 2011 | Integrating Relational Reinforcement Learning with Reasoning about Actions and Change. Matthias Nickles |
| 2011 | Interleaved Inductive-Abductive Reasoning for Learning Complex Event Models. Krishna Sandeep Reddy Dubba, Mehul Bhatt, Frank Dylla, David C. Hogg, Anthony G. Cohn |
| 2011 | Kernel-Based Logical and Relational Learning with kLog for Hedge Cue Detection. Mathias Verbeke, Paolo Frasconi, Vincent Van Asch, Roser Morante, Walter Daelemans, Luc De Raedt |
| 2011 | Knowledge-Guided Identification of Petri Net Models of Large Biological Systems. Ashwin Srinivasan, Michael Bain |
| 2011 | Learning Compact Markov Logic Networks with Decision Trees. Hassan Khosravi, Oliver Schulte, Jianfeng Hu, Tianxiang Gao |
| 2011 | Learning Directed Relational Models with Recursive Dependencies. Oliver Schulte, Hassan Khosravi, Tong Man |
| 2011 | Learning Theories Using Estimation Distribution Algorithms and (Reduced) Bottom Clauses. Cristiano Grijó Pitangui, Gerson Zaverucha |
| 2011 | Learning the Structure of Probabilistic Logic Programs. Elena Bellodi, Fabrizio Riguzzi |
| 2011 | MC-TopLog: Complete Multi-clause Learning Guided by a Top Theory. Stephen H. Muggleton, Dianhuan Lin, Alireza Tamaddoni-Nezhad |
| 2011 | Machine Learning a Probabilistic Network of Ecological Interactions. Alireza Tamaddoni-Nezhad, David A. Bohan, Alan Raybould, Stephen H. Muggleton |
| 2011 | Online Bayesian Inference for the Parameters of PRISM Programs. James Cussens |
| 2011 | Polynomial Time Inductive Inference of Cograph Pattern Languages from Positive Data. Yuta Yoshimura, Takayoshi Shoudai, Yusuke Suzuki, Tomoyuki Uchida, Tetsuhiro Miyahara |
| 2011 | Predictive Sequence Miner in ILP Learning. Carlos Abreu Ferreira, João Gama, Vítor Santos Costa |
| 2011 | Projection-Based PILP: Computational Learning Theory with Empirical Results. Hiroaki Watanabe, Stephen H. Muggleton |
| 2011 | Relational Learning for Spatial Relation Extraction from Natural Language. Parisa Kordjamshidi, Paolo Frasconi, Martijn van Otterlo, Marie-Francine Moens, Luc De Raedt |
| 2011 | Relational Networks of Conditional Preferences - (Extended Abstract). Frédéric Koriche |
| 2011 | Subgroup Discovery Using Bump Hunting on Multi-relational Histograms. Radomír Cernoch, Filip Zelezný |
| 2011 | Variational Bayes Inference for Logic-Based Probabilistic Models on BDDs. Masakazu Ishihata, Yoshitaka Kameya, Taisuke Sato |
| 2011 | k-Optimal: A Novel Approximate Inference Algorithm for ProbLog. Joris Renkens, Guy Van den Broeck, Siegfried Nijssen |