| 2008 | Growth Optimal Investment with Transaction Costs. | Lszl Gyrfi, Istvn Vajda |
| 2008 | Nonparametric Independence Tests: Space Partitioning and Kernel Approaches. | Arthur Gretton, Lszl Gyrfi |
| 2008 | Erratum: Constructing Multiclass Learners from Binary Learners: A Simple Black-Box Analysis of the Generalization Errors. | Jittat Fakcharoenphol, Boonserm Kijsirikul |
| 2008 | Aggregating Algorithm for a Space of Analytic Functions. | Mikhail Dashevskiy |
| 2008 | On Iterative Algorithms with an Information Geometry Background. | Imre Csiszr |
| 2008 | Sample Selection Bias Correction Theory. | Corinna Cortes, Mehryar Mohri, Michael Riley, Afshin Rostamizadeh |
| 2008 | Approximation of the Optimal ROC Curve and a Tree-Based Ranking Algorithm. | Stphan Clmenon, Nicolas Vayatis |
| 2008 | On-Line Probability, Complexity and Randomness. | Alexey V. Chernov, Alexander Shen, Nikolai K. Vereshchagin, Vladimir Vovk |
| 2008 | Supermartingales in Prediction with Expert Advice. | Alexey V. Chernov, Yuri Kalnishkan, Fedor Zhdanov, Vladimir Vovk |
| 2008 | Optimal Language Learning. | John Case, Samuel E. Moelius |
| 2008 | Dynamic Modeling in Inductive Inference. | John Case, Timo Ktzing |
| 2008 | Dynamically Delayed Postdictive Completeness and Consistency in Learning. | John Case, Timo Ktzing |
| 2008 | Topological Properties of Concept Spaces. | Matthew de Brecht, Akihiro Yamamoto |
| 2008 | Iterative Learning of Simple External Contextual Languages. | Leonor Becerra-Bonache, John Case, Sanjay Jain, Frank Stephan |
| 2008 | Active Learning of Group-Structured Environments. | Gbor Bartk, Csaba Szepesvri, Sandra Zilles |
| 2008 | Clustering with Interactive Feedback. | Maria-Florina Balcan, Avrim Blum |
| 2008 | Query Learning and Certificates in Lattices. | Marta Arias, Jos L. Balczar |
| 2008 | Active Learning in Multi-armed Bandits. | Andrs Antos, Varun Grover, Csaba Szepesvri |
| 2008 | Optimally Learning Social Networks with Activations and Suppressions. | Dana Angluin, James Aspnes, Lev Reyzin |
| 2008 | Generalization Bounds for Some Ordinal Regression Algorithms. | Shivani Agarwal |
| 2007 | Learning Efficiency of Very Simple Grammars from Positive Data. | Ryo Yoshinaka |
| 2007 | On Calibration Error of Randomized Forecasting Algorithms. | Vladimir V. V'yugin |
| 2007 | Polynomial Time Algorithms for Learning | Cristina Trnauca, Timo Knuutila |
| 2007 | Learning Kernel Perceptrons on Noisy Data Using Random Projections. | Guillaume Stempfel, Liva Ralaivola |
| 2007 | A Hilbert Space Embedding for Distributions. | Alexander J. Smola, Arthur Gretton, Le Song, Bernhard Schlkopf |