| 2007 | A Hilbert Space Embedding for Distributions. Alexander J. Smola, Arthur Gretton, Le Song, Bernhard Schölkopf |
| 2007 | A Theory of Similarity Functions for Learning and Clustering. Avrim Blum |
| 2007 | Algorithmic Learning Theory, 18th International Conference, ALT 2007, Sendai, Japan, October 1-4, 2007, Proceedings Marcus Hutter, Rocco A. Servedio, Eiji Takimoto |
| 2007 | Challenge for Info-plosion. Masaru Kitsuregawa |
| 2007 | Cluster Identification in Nearest-Neighbor Graphs. Markus Maier, Matthias Hein, Ulrike von Luxburg |
| 2007 | Continuity of Performance Metrics for Thin Feature Maps. Adam Kowalczyk |
| 2007 | Editors' Introduction. Marcus Hutter, Rocco A. Servedio, Eiji Takimoto |
| 2007 | Exact Learning of Finite Unions of Graph Patterns from Queries. Rika Okada, Satoshi Matsumoto, Tomoyuki Uchida, Yusuke Suzuki, Takayoshi Shoudai |
| 2007 | Feasible Iteration of Feasible Learning Functionals. John Case, Timo Kötzing, Todd Paddock |
| 2007 | Following the Perturbed Leader to Gamble at Multi-armed Bandits. Jussi Kujala, Tapio Elomaa |
| 2007 | Learning Efficiency of Very Simple Grammars from Positive Data. Ryo Yoshinaka |
| 2007 | Learning Kernel Perceptrons on Noisy Data Using Random Projections. Guillaume Stempfel, Liva Ralaivola |
| 2007 | Learning Rational Stochastic Tree Languages. François Denis, Amaury Habrard |
| 2007 | Learning and Verifying Graphs Using Queries with a Focus on Edge Counting. Lev Reyzin, Nikhil Srivastava |
| 2007 | Learning in Friedberg Numberings. Sanjay Jain, Frank Stephan |
| 2007 | Machine Learning in Ecosystem Informatics. Thomas G. Dietterich |
| 2007 | Multiclass Boosting Algorithms for Shrinkage Estimators of Class Probability. Takafumi Kanamori |
| 2007 | Multiple Pass Streaming Algorithms for Learning Mixtures of Distributions in \mathbb Kevin L. Chang |
| 2007 | On Calibration Error of Randomized Forecasting Algorithms. Vladimir V. V'yugin |
| 2007 | On Universal Transfer Learning. M. M. Hassan Mahmud |
| 2007 | One-Shot Learners Using Negative Counterexamples and Nearest Positive Examples. Sanjay Jain, Efim B. Kinber |
| 2007 | Online Regression Competitive with Changing Predictors. Steven Busuttil, Yuri Kalnishkan |
| 2007 | Parallelism Increases Iterative Learning Power. John Case, Samuel E. Moelius |
| 2007 | Parameterized Learnability of Vikraman Arvind, Johannes Köbler, Wolfgang Lindner |
| 2007 | Polynomial Summaries of Positive Semidefinite Kernels. Kilho Shin, Tetsuji Kuboyama |
| 2007 | Polynomial Time Algorithms for Learning Cristina Tîrnauca, Timo Knuutila |
| 2007 | Prescribed Learning of R.E. Classes. Sanjay Jain, Frank Stephan, Nan Ye |
| 2007 | Pseudometrics for State Aggregation in Average Reward Markov Decision Processes. Ronald Ortner |
| 2007 | Separating Models of Learning with Faulty Teachers. Vitaly Feldman, Shrenik Shah, Neal Wadhwa |
| 2007 | Simple Algorithmic Principles of Discovery, Subjective Beauty, Selective Attention, Curiosity and Creativity. Jürgen Schmidhuber |
| 2007 | Tuning Bandit Algorithms in Stochastic Environments. Jean-Yves Audibert, Rémi Munos, Csaba Szepesvári |
| 2007 | Vapnik-Chervonenkis Dimension of Parallel Arithmetic Computations. César Luis Alonso, José Luis Montaña |