| 2010 | An Algorithm for Iterative Selection of Blocks of Features. | Pierre Alquier |
| 2010 | A Regularization Approach to Metrical Task Systems. | Jacob D. Abernethy, Peter L. Bartlett, Niv Buchbinder, Isabelle Stanton |
| 2009 | Learning Mildly Context-Sensitive Languages with Multidimensional Substitutability from Positive Data. | Ryo Yoshinaka |
| 2009 | The Follow Perturbed Leader Algorithm Protected from Unbounded One-Step Losses. | Vladimir V. V'yugin |
| 2009 | Characterizing Statistical Query Learning: Simplified Notions and Proofs. | Balzs Szrnyi |
| 2009 | Smart PAC-Learners. | Hans Ulrich Simon |
| 2009 | Learning on the Web. | Fernando C. N. Pereira |
| 2009 | Calibration and Internal No-Regret with Random Signals. | Vianney Perchet |
| 2009 | Learning and Domain Adaptation. | Yishay Mansour |
| 2009 | Complexity versus Agreement for Many Views. | Odalric-Ambrym Maillard, Nicolas Vayatis |
| 2009 | Approximation Algorithms for Tensor Clustering. | Stefanie Jegelka, Suvrit Sra, Arindam Banerjee |
| 2009 | Learning from Streams. | Sanjay Jain, Frank Stephan, Nan Ye |
| 2009 | Uncountable Automatic Classes and Learning. | Sanjay Jain, Qinglong Luo, Pavel Semukhin, Frank Stephan |
| 2009 | Iterative Learning from Texts and Counterexamples Using Additional Information. | Sanjay Jain, Efim B. Kinber |
| 2009 | Mining Heterogeneous Information Networks by Exploring the Power of Links. | Jiawei Han |
| 2009 | St. Petersburg Portfolio Games. | Lszl Gyrfi, Pter Kevei |
| 2009 | Average-Case Active Learning with Costs. | Andrew Guillory, Jeff A. Bilmes |
| 2009 | Inference and Learning in Planning. | Hector Geffner |
| 2009 | An Algebraic Perspective on Boolean Function Learning. | Ricard Gavald, Denis Thrien |
| 2009 | Computable Bayesian Compression for Uniformly Discretizable Statistical Models. | Lukasz Debowski |
| 2009 | The Two Faces of Active Learning. | Sanjoy Dasgupta |
| 2009 | Adaptive Estimation of the Optimal ROC Curve and a Bipartite Ranking Algorithm. | Stphan Clmenon, Nicolas Vayatis |
| 2009 | Prediction with Expert Evaluators' Advice. | Alexey V. Chernov, Vladimir Vovk |
| 2009 | Learning Unknown Graphs. | Nicol Cesa-Bianchi, Claudio Gentile, Fabio Vitale |
| 2009 | Difficulties in Forcing Fairness of Polynomial Time Inductive Inference. | John Case, Timo Ktzing |