![]() ![]() Wow-effects are achieved by continually making previously learned skills more efficient such that they require less time and space. The novel algorithmic framework POWERPLAY (2011) continually searches the space of possible pairs of new tasks and modifications of the current problem solver, until it finds a more powerful problem solver that provably solves all previously learned tasks plus the new one, while the unmodified predecessor does not. Consider the infinite set of all computable descriptions of tasks with possibly computable solutions. I focus on automatically inventing or discovering problems in a way inspired by the playful behavior of animals and humans, to train a more and more general problem solver from scratch in an unsupervised fashion. Download a PDF of the paper titled POWERPLAY: Training an Increasingly General Problem Solver by Continually Searching for the Simplest Still Unsolvable Problem, by J\"urgen Schmidhuber Download PDF Abstract:Most of computer science focuses on automatically solving given computational problems. ![]()
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