| 91 | -- | 92 | Jan Peters, Andrew Y. Ng. Guest editorial: Special issue on robot learning, Part B |
| 93 | -- | 103 | Ruben Martinez-Cantin, Nando de Freitas, Eric Brochu, José A. Castellanos, Arnaud Doucet. A Bayesian exploration-exploitation approach for optimal online sensing and planning with a visually guided mobile robot |
| 105 | -- | 121 | Matthew Howard, Stefan Klanke, Michael Gienger, Christian Goerick, Sethu Vijayakumar. A novel method for learning policies from variable constraint data |
| 123 | -- | 130 | Nikos Vlassis, Marc Toussaint, Georgios Kontes, Savas Piperidis. Learning model-free robot control by a Monte Carlo EM algorithm |
| 131 | -- | 144 | Jun Morimoto, Christopher G. Atkeson. Nonparametric representation of an approximated Poincaré map for learning biped locomotion |