| 2007 | Polynomial Summaries of Positive Semidefinite Kernels. | Kilho Shin, Tetsuji Kuboyama |
| 2007 | Simple Algorithmic Principles of Discovery, Subjective Beauty, Selective Attention, Curiosity and Creativity. | Jrgen Schmidhuber |
| 2007 | Learning and Verifying Graphs Using Queries with a Focus on Edge Counting. | Lev Reyzin, Nikhil Srivastava |
| 2007 | Pseudometrics for State Aggregation in Average Reward Markov Decision Processes. | Ronald Ortner |
| 2007 | Exact Learning of Finite Unions of Graph Patterns from Queries. | Rika Okada, Satoshi Matsumoto, Tomoyuki Uchida, Yusuke Suzuki, Takayoshi Shoudai |
| 2007 | Cluster Identification in Nearest-Neighbor Graphs. | Markus Maier, Matthias Hein, Ulrike von Luxburg |
| 2007 | On Universal Transfer Learning. | M. M. Hassan Mahmud |
| 2007 | Following the Perturbed Leader to Gamble at Multi-armed Bandits. | Jussi Kujala, Tapio Elomaa |
| 2007 | Continuity of Performance Metrics for Thin Feature Maps. | Adam Kowalczyk |
| 2007 | Challenge for Info-plosion. | Masaru Kitsuregawa |
| 2007 | Multiclass Boosting Algorithms for Shrinkage Estimators of Class Probability. | Takafumi Kanamori |
| 2007 | Prescribed Learning of R.E. Classes. | Sanjay Jain, Frank Stephan, Nan Ye |
| 2007 | Learning in Friedberg Numberings. | Sanjay Jain, Frank Stephan |
| 2007 | One-Shot Learners Using Negative Counterexamples and Nearest Positive Examples. | Sanjay Jain, Efim B. Kinber |
| 2007 | Editors' Introduction. | Marcus Hutter, Rocco A. Servedio, Eiji Takimoto |
| 2007 | Separating Models of Learning with Faulty Teachers. | Vitaly Feldman, Shrenik Shah, Neal Wadhwa |
| 2007 | Machine Learning in Ecosystem Informatics. | Thomas G. Dietterich |
| 2007 | Learning Rational Stochastic Tree Languages. | Franois Denis, Amaury Habrard |
| 2007 | Multiple Pass Streaming Algorithms for Learning Mixtures of Distributions in \mathbb | Kevin L. Chang |
| 2007 | Parallelism Increases Iterative Learning Power. | John Case, Samuel E. Moelius |
| 2007 | Feasible Iteration of Feasible Learning Functionals. | John Case, Timo Ktzing, Todd Paddock |
| 2007 | Online Regression Competitive with Changing Predictors. | Steven Busuttil, Yuri Kalnishkan |
| 2007 | A Theory of Similarity Functions for Learning and Clustering. | Avrim Blum |
| 2007 | Tuning Bandit Algorithms in Stochastic Environments. | Jean-Yves Audibert, Rmi Munos, Csaba Szepesvri |
| 2007 | Parameterized Learnability of | Vikraman Arvind, Johannes Kbler, Wolfgang Lindner |