| 2011 | SIGMOD | Learning statistical models from relational data. | Lise Getoor, Lilyana Mihalkova |
| 2011 | WSDM | Exploiting statistical and relational information on the web and in social media. | Lise Getoor, Lilyana Mihalkova |
| 2010 | ICML | Active Learning for Networked Data. | Mustafa Bilgic, Lilyana Mihalkova, Lise Getoor |
| 2010 | UAI | Probabilistic Similarity Logic. | Matthias Brcheler, Lilyana Mihalkova, Lise Getoor |
| 2009 | IJCAI | Transfer Learning from Minimal Target Data by Mapping across Relational Domains. | Lilyana Mihalkova, Raymond J. Mooney |
| 2009 | ILP | Speeding Up Inference in Statistical Relational Learning by Clustering Similar Query Literals. | Lilyana Mihalkova, Matthew Richardson |
| 2007 | AAAI | Mapping and Revising Markov Logic Networks for Transfer Learning. | Lilyana Mihalkova, Tuyen N. Huynh, Raymond J. Mooney |
| 2007 | ICML | Bottom-up learning of Markov logic network structure. | Lilyana Mihalkova, Raymond J. Mooney |
| 2006 | FlAIRS | Using Active Relocation to Aid Reinforcement Learning. | Lilyana Mihalkova, Raymond J. Mooney |
| 2003 | SIGCSE | Using Java to teach networking concepts with a programmable network sniffer. | Michael J. Jipping, Agata Bugaj, Lilyana Mihalkova, Donald E. Porter |