| 2007 | An Inductive Learning System for XML Documents. | Xiaobing Wu |
| 2007 | Building Relational World Models for Reinforcement Learning. | Trevor Walker, Lisa Torrey, Jude W. Shavlik, Richard Maclin |
| 2007 | Relational Macros for Transfer in Reinforcement Learning. | Lisa Torrey, Jude W. Shavlik, Trevor Walker, Richard Maclin |
| 2007 | Mining of Frequent Block Preserving Outerplanar Graph Structured Patterns. | Yosuke Sasaki, Hitoshi Yamasaki, Takayoshi Shoudai, Tomoyuki Uchida |
| 2007 | Mode-Directed Inverse Entailment for Full Clausal Theories. | Oliver Ray, Katsumi Inoue |
| 2007 | Using ILP to Construct Features for Information Extraction from Semi-structured Text. | Ganesh Ramakrishnan, Sachindra Joshi, Sreeram Balakrishnan, Ashwin Srinivasan |
| 2007 | Revising First-Order Logic Theories from Examples Through Stochastic Local Search. | Aline Paes, Gerson Zaverucha, Vtor Santos Costa |
| 2007 | Using Bayesian Networks to Direct Stochastic Search in Inductive Logic Programming. | Louis Oliphant, Jude W. Shavlik |
| 2007 | Bias/Variance Analysis for Relational Domains. | Jennifer Neville, David D. Jensen |
| 2007 | A Relational Hierarchical Model for Decision-Theoretic Assistance. | Sriraam Natarajan, Prasad Tadepalli, Alan Fern |
| 2007 | Foundations of Refinement Operators for Description Logics. | Jens Lehmann, Pascal Hitzler |
| 2007 | A Refinement Operator Based Learning Algorithm for the | Jens Lehmann, Pascal Hitzler |
| 2007 | Applying Inductive Logic Programming to Process Mining. | Evelina Lamma, Paola Mello, Fabrizio Riguzzi, Sergio Storari |
| 2007 | Learning to Assign Degrees of Belief in Relational Domains. | Frdric Koriche |
| 2007 | Beyond Prediction: Directions for Probabilistic and Relational Learning. | David D. Jensen |
| 2007 | Combining Clauses with Various Precisions and Recalls to Produce Accurate Probabilistic Estimates. | Mark H. Goadrich, Jude W. Shavlik |
| 2007 | A Phase Transition-Based Perspective on Multiple Instance Kernels. | Romaric Gaudel, Michle Sebag, Antoine Cornujols |
| 2007 | Empirical Comparison of "Hard" and "Soft" Label Propagation for Relational Classification. | Aram Galstyan, Paul R. Cohen |
| 2007 | Learning with Kernels and Logical Representations. | Paolo Frasconi |
| 2007 | Learning Directed Probabilistic Logical Models Using Ordering-Search. | Daan Fierens, Jan Ramon, Maurice Bruynooghe, Hendrik Blockeel |
| 2007 | Induction of Optimal Semantic Semi-distances for Clausal Knowledge Bases. | Claudia d'Amato, Nicola Fanizzi, Floriana Esposito |
| 2007 | Learning Relational Options for Inductive Transfer in Relational Reinforcement Learning. | Tom Croonenborghs, Kurt Driessens, Maurice Bruynooghe |
| 2007 | Learning Probabilistic Logic Models from Probabilistic Examples (Extended Abstract). | Jianzhong Chen, Stephen H. Muggleton, Jose Santos |
| 2007 | ILP : - Just Trie It. | Rui Camacho, Nuno A. Fonseca, Ricardo Rocha, Vtor Santos Costa |
| 2007 | Learning Declarative Bias. | Will Bridewell, Ljupco Todorovski |