| 2004 | Probabilistic Inductive Logic Programming. | Luc De Raedt, Kristian Kersting |
| 2004 | On the Convergence Speed of MDL Predictions for Bernoulli Sequences. | Jan Poland, Marcus Hutter |
| 2004 | Approximate Inference in Probabilistic Models. | Manfred Opper, Ole Winther |
| 2004 | Learning Languages Generated by Elementary Formal Systems and Its Application to SH Languages. | Yasuhito Mukouchi, Masako Sato |
| 2004 | Learning Boolean Functions in AC | Akinobu Miyata, Jun Tarui, Etsuji Tomita |
| 2004 | Learning of Ordered Tree Languages with Height-Bounded Variables Using Queries. | Satoshi Matsumoto, Takayoshi Shoudai |
| 2004 | Maximum Entropy Principle in Non-ordered Setting. | Victor P. Maslov, Vladimir V. V'yugin |
| 2004 | On the Data Consumption Benefits of Accepting Increased Uncertainty. | Eric Martin, Arun Sharma, Frank Stephan |
| 2004 | Convergence of a Generalized Gradient Selection Approach for the Decomposition Method. | Nikolas List |
| 2004 | Comparison of Query Learning and Gold-Style Learning in Dependence of the Hypothesis Space. | Steffen Lange, Sandra Zilles |
| 2004 | Hidden Markov Modelling Techniques for Haplotype Analysis. | Mikko Koivisto, Teemu Kivioja, Heikki Mannila, Pasi Rastas, Esko Ukkonen |
| 2004 | A Criterion for the Existence of Predictive Complexity for Binary Games. | Yuri Kalnishkan, Vladimir Vovk, Michael V. Vyugin |
| 2004 | A BP-Based Algorithm for Performing Bayesian Inference in Large Perceptron-Type Networks. | Yoshiyuki Kabashima, Shinsuke Uda |
| 2004 | Learning Languages from Positive Data and Negative Counterexamples. | Sanjay Jain, Efim B. Kinber |
| 2004 | Learning Content Sequencing in an Educational Environment According to Student Needs. | Ana Iglesias, Paloma Martnez, Ricardo Aler, Fernando Fernndez |
| 2004 | Prediction with Expert Advice by Following the Perturbed Leader for General Weights. | Marcus Hutter, Jan Poland |
| 2004 | Universal Convergence of Semimeasures on Individual Random Sequences. | Marcus Hutter, Andrej Muchnik |
| 2004 | Relative Loss Bounds and Polynomial-Time Predictions for the k-lms-net Algorithm. | Mark Herbster |
| 2004 | Learning r-of-k Functions by Boosting. | Kohei Hatano, Osamu Watanabe |
| 2004 | New Revision Algorithms. | Judy Goldsmith, Robert H. Sloan, Balzs Szrnyi, Gyrgy Turn |
| 2004 | Decision Trees: More Theoretical Justification for Practical Algorithms. | Amos Fiat, Dmitry Pechyony |
| 2004 | Learning, Logic, and Probability: A Unified View. | Pedro M. Domingos |
| 2004 | Applications of Regularized Least Squares to Classification Problems. | Nicol Cesa-Bianchi |
| 2004 | Learnability of Relatively Quantified Generalized Formulas. | Andrei A. Bulatov, Hubie Chen, Vctor Dalmau |
| 2004 | Learning Tree Languages from Positive Examples and Membership Queries. | Jrme Besombes, Jean-Yves Marion |