Challenges in Representation Learning: A report on three machine learning contests

Ian Goodfellow, Dumitru Erhan, Pierre Carrier, Aaron C. Courville, Mehdi Mirza, Ben Hamner, Will Cukierski, Yichuan Tang, David S. Thaler, Dong‐Hyun Lee, Yingbo Zhou, Chetan Ramaiah, Fangxiang Feng, Ruifan Li, Xiaojie Wang, Dimitris Athanasakis, John S. Shawe-Taylor, Maxim Milakov, John Park, Radu Tudor Ionescu · arXiv (Cornell University) · 2013

The ICML 2013 Workshop on Challenges in Representation Learning focused on three challenges: the black box learning challenge, the facial expression recognition challenge, and the multimodal learning challenge. We describe the datasets created for these challenges and summarize the results of the competitions. We provide suggestions for organizers of future challenges and some comments on what kind of knowledge can be gained from machine learning competitions.

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