http://www.iclr.cc/lib/exe/fetch.php?media=iclr2015:silver-iclr2015.pdf#22 http://www.iclr.cc/lib/exe/fetch.php?media=iclr2015:silver-i... This slide from Davi

http://www.iclr.cc/lib/exe/fetch.php?media=iclr2015:silver-iclr2015.pdf#22 http://www.iclr.cc/lib/exe/fetch.php?media=iclr2015:silver-i... This slide from David Silver's ICLR talk hint's at Google Deepmind's Gorila Parallel Large Scale Actor Critic Deep Q Architecture There is some evidence that expert curriculii can make learning much faster , although with game agents I dont know of anyone exploring this since Michie and Chamber's 1968 work on tic-tac-toe and pole-balancing comparing expert training and self-play with these benchmarks. http://aitopics.org/sites/default/files/classic/Machine_Intelligence_2/MI2-Ch9-MichieChambers.pdf http://aitopics.org/sites/default/files/classic/Machine_Inte... Collobert, Weston and Bengio have explored evolving efficient curicula http://ronan.collobert.com/pub/matos/2009_curriculum_icml.pdf http://ronan.collobert.com/pub/matos/2009_curriculum_icml.pd...