| 2012 | Exploiting the Probability of Observation for Efficient Bayesian Network Inference. | Fouzia Mousumi, Kevin Grant |
| 2012 | Formal Verification of Temporal Questions in the Context of Query-Answering Text Summarization. | Nasrin Mostafazadeh, Omid Bakhshandeh Babarsad, Gholamreza Ghassem-Sani |
| 2012 | Managing Concurrent Negotiations in Multi-agent Systems. | Khalid Mansour |
| 2012 | Anomaly Detection via Coupled Gaussian Kernels. | Guichong Li, Nathalie Japkowicz, Lian Yang |
| 2012 | A Three-Level Cognitive Architecture for the Simulation of Human Behaviour. | Othalia Larue, Pierre Poirier, Roger Nkambou |
| 2012 | Bayesian Multiple Imputation Approaches for One-Class Classification. | Shehroz S. Khan, Jesse Hoey, Daniel J. Lizotte |
| 2012 | Getting Emotional about News Summarization. | Alistair Kennedy, Anna Kazantseva, Diana Inkpen, Stan Szpakowicz |
| 2012 | Curriculum Learning for Motor Skills. | Andrej Karpathy, Michiel van de Panne |
| 2012 | Preference-Based Planning via MaxSAT. | Farah Juma, Eric I. Hsu, Sheila A. McIlraith |
| 2012 | Mining the Hidden Structure of Inductive Learning Data Sets. | Nathalie Japkowicz |
| 2012 | Text Similarity Using Google Tri-grams. | Aminul Islam, Evangelos E. Milios, Vlado Keselj |
| 2012 | Actions, Preferences, and Logic Programs. | Aaron Hunter |
| 2012 | Mining Administrative Data to Predict Falls in the Elderly Population. | Arian Hosseinzadeh, Masoumeh T. Izadi, Doina Precup, David L. Buckeridge |
| 2012 | An Empirical Study of Encodings for Group MaxSAT. | Federico Heras, Antnio Morgado, Joo Marques-Silva |
| 2012 | Cost-Sensitive Self-Training. | Yuanyuan Guo, Harry Zhang, Bruce Spencer |
| 2012 | Mining Sequential Rules Common to Several Sequences with the Window Size Constraint. | Philippe Fournier-Viger, Cheng-Wei Wu, Vincent S. Tseng, Roger Nkambou |
| 2012 | Mining Top-K Association Rules. | Philippe Fournier-Viger, Cheng-Wei Wu, Vincent S. Tseng |
| 2012 | A Genetic and Social Computational Model for the Emergence of Skill-Based Agent Specialization. | Denton Cockburn, Ziad Kobti |
| 2012 | Learning Observation Models for Dialogue POMDPs. | Hamid R. Chinaei, Brahim Chaib-draa, Luc Lamontagne |
| 2012 | Searching for Poor Quality Machine Translated Text: Learning the Difference between Human Writing and Machine Translations. | Dave Carter, Diana Inkpen |
| 2012 | Learning Sentiments from Tweets with Personal Health Information. | Victoria Bobicev, Marina Sokolova, Yasser Jafer, David Schramm |
| 2012 | Efficient Pairwise Classification Using Local Cross Off Strategy. | Mohammad Ali Bagheri, Qigang Gao, Sergio Escalera |
| 2012 | Macro Learning in Planning as Parameter Configuration. | Maher A. Alhossaini, J. Christopher Beck |
| 2012 | Applying Latent Semantic Analysis to Tag-Based Community Recommendations. | Aysha Akther, Heung-Nam Kim, Majdi Rawashdeh, Abdulmotaleb El Saddik |
| 2011 | Partial Evaluation for Planning in Multiagent Expedition. | Yang Xiang, Franklin Hanshar |