We are organizing a new series of machine learning challenges for NIPS 2006 and IJCNN 2007, called Agnostic Learning vs. Prior Knowledge: When everything fails, ask for additional domain knowledge. For NIPS only the Agnoistic track is open and the results will be discussed in Multi-level Inference Workshop.