| 2008 | A Uniform Lower Error Bound for Half-Space Learning. Andreas Maurer, Massimiliano Pontil |
| 2008 | Active Learning in Multi-armed Bandits. András Antos, Varun Grover, Csaba Szepesvári |
| 2008 | Active Learning of Group-Structured Environments. Gábor Bartók, Csaba Szepesvári, Sandra Zilles |
| 2008 | Aggregating Algorithm for a Space of Analytic Functions. Mikhail Dashevskiy |
| 2008 | Algorithmic Learning Theory, 19th International Conference, ALT 2008, Budapest, Hungary, October 13-16, 2008. Proceedings Yoav Freund, László Györfi, György Turán, Thomas Zeugmann |
| 2008 | Approximation of the Optimal ROC Curve and a Tree-Based Ranking Algorithm. Stéphan Clémençon, Nicolas Vayatis |
| 2008 | Clustering with Interactive Feedback. Maria-Florina Balcan, Avrim Blum |
| 2008 | Computational Models of Neural Representations in the Human Brain. Tom M. Mitchell |
| 2008 | Dynamic Modeling in Inductive Inference. John Case, Timo Kötzing |
| 2008 | Dynamically Delayed Postdictive Completeness and Consistency in Learning. John Case, Timo Kötzing |
| 2008 | Entropy Regularized LPBoost. Manfred K. Warmuth, Karen A. Glocer, S. V. N. Vishwanathan |
| 2008 | Erratum: Constructing Multiclass Learners from Binary Learners: A Simple Black-Box Analysis of the Generalization Errors. Jittat Fakcharoenphol, Boonserm Kijsirikul |
| 2008 | Exploiting Cluster-Structure to Predict the Labeling of a Graph. Mark Herbster |
| 2008 | Finding Total and Partial Orders from Data for Seriation. Heikki Mannila |
| 2008 | Finding the Rare Cube. Shlomo Hoory, Oded Margalit |
| 2008 | Generalization Bounds for K-Dimensional Coding Schemes in Hilbert Spaces. Andreas Maurer, Massimiliano Pontil |
| 2008 | Generalization Bounds for Some Ordinal Regression Algorithms. Shivani Agarwal |
| 2008 | Growth Optimal Investment with Transaction Costs. László Györfi, István Vajda |
| 2008 | Iterative Learning of Simple External Contextual Languages. Leonor Becerra-Bonache, John Case, Sanjay Jain, Frank Stephan |
| 2008 | Learning and Generalization with the Information Bottleneck. Ohad Shamir, Sivan Sabato, Naftali Tishby |
| 2008 | Learning with Continuous Experts Using Drifting Games. Indraneel Mukherjee, Robert E. Schapire |
| 2008 | Learning with Temporary Memory. Steffen Lange, Samuel E. Moelius, Sandra Zilles |
| 2008 | Nonparametric Independence Tests: Space Partitioning and Kernel Approaches. Arthur Gretton, László Györfi |
| 2008 | Numberings Optimal for Learning. Sanjay Jain, Frank Stephan |
| 2008 | On Iterative Algorithms with an Information Geometry Background. Imre Csiszár |
| 2008 | On-Line Probability, Complexity and Randomness. Alexey V. Chernov, Alexander Shen, Nikolai K. Vereshchagin, Vladimir Vovk |
| 2008 | Online Regret Bounds for Markov Decision Processes with Deterministic Transitions. Ronald Ortner |
| 2008 | Optimal Language Learning. John Case, Samuel E. Moelius |
| 2008 | Optimally Learning Social Networks with Activations and Suppressions. Dana Angluin, James Aspnes, Lev Reyzin |
| 2008 | Prequential Randomness. Vladimir Vovk, Alexander Shen |
| 2008 | Query Learning and Certificates in Lattices. Marta Arias, José L. Balcázar |
| 2008 | Sample Selection Bias Correction Theory. Corinna Cortes, Mehryar Mohri, Michael Riley, Afshin Rostamizadeh |
| 2008 | Smooth Boosting for Margin-Based Ranking. Jun-ichi Moribe, Kohei Hatano, Eiji Takimoto, Masayuki Takeda |
| 2008 | Some Mathematics behind Graph Property Testing. László Lovász |
| 2008 | Some Sufficient Conditions on an Arbitrary Class of Stochastic Processes for the Existence of a Predictor. Daniil Ryabko |
| 2008 | Supermartingales in Prediction with Expert Advice. Alexey V. Chernov, Yuri Kalnishkan, Fedor Zhdanov, Vladimir Vovk |
| 2008 | Topological Properties of Concept Spaces. Matthew de Brecht, Akihiro Yamamoto |
| 2008 | Visual Analytics: Combining Automated Discovery with Interactive Visualizations. Daniel A. Keim, Florian Mansmann, Daniela Oelke, Hartmut Ziegler |