Workshop took place on July 1st (second day of workshops) in FRN.

**Video recording of the workshop**

9:00-10:00 |
Causal reasoning and Learning Systems.Leon Bottou, Jonas Peters, D. Max Chickering, Patrice Simard Due to a sudden personal reason Leon cannot attend to ICML thisyear. The talk will be given by Elon Portugaly. |

10:00-10:30 |
On Bayesian Bandits AlgorithmsÉmilie Kaufmann |

10:30-11:00 |
Coffee break |

11:00-12:00 |
Two basic problems in finite stochastic optimizationSebastien Bubeck |

12:00-12:15 |
Dynamic Pricing with Limited Supply Moshe Babaioff,Shaddin Dughmi, Robert Kleinberg, Aleksandrs Slivkins download paper |

12:15-12:30 |
Learning Hurdles for Sleeping ExpertsVarun Kanade, Thomas Steinke download paper |

12:30-12:45 |
Contextual Bandits: Approximated Linear Bayes for Large ContextsJose Antonio Martin H download paper |

12:45-14:00 |
Lunch |

14:00-15:00 |
The knowledge gradient for optimal learningWarren B. Powell |

15:00-15:10 |
Introduction to the Exploration & Exploitation ChallengeJérémie Mary |

15:10-15:25 |
Second team of the Phase 1 presentationRegulating Greed over Time for Yahoo! Front Page News ArticleRecommendations Cynthia Rudin, Virot Ta Chiraphadhanakul, Edward Su (MIT) |

15:25-15:45 |
Winner of phase 1 presentation Upper Confidence Bound with Time Information on News Article Recommendations Ku-Chun Chou, Hsuan-Tien Lin (National Taiwan University) |

15:45-16:00 |
Coffee break |

16:00-16:10 |
Annoucement of winners of Phase 2 |

16:10-17:10 |
Open discussion on future of exploration & exploitation |

You can find the last year proceedings (2011 edition) on JMLR Workshop series