Intrinsically Motivated Reinforcement Learning Export

@inproceedings{barto_intrinsic_2004_algo, abstract = {Psychologists call behavior intrinsically motivated when it is engaged in for its own sake rather than as a step toward solving a specific problem of clear practical value. But what we learn during intrinsically motivated behavior is essential for our development as competent autonomous entities able to efficiently solve a wide range of practical problems as they arise. In this paper we present initial results from a computational study of intrinsically motivated reinforcement learning aimed at allowing artificial agents to construct and extend hierarchies of reusable skills that are needed for competent autonomy.}, author = {Singh, S. and Barto, Ag and Chentanez, N.}, booktitle = {18th Annual Conference on Neural Information Processing Systems}, citeulike-article-id = {1693112}, citeulike-linkout-0 = {http://www-anw.cs.umass.edu/pubs/2004/singh_bc_NIPS04.pdf}, keywords = {algorithm, intrinsic, motivational}, month = {December}, posted-at = {2007-09-25 15:30:38}, priority = {3}, title = {Intrinsically Motivated Reinforcement Learning}, url = {http://www-anw.cs.umass.edu/pubs/2004/singh_bc_NIPS04.pdf}, year = {2004} }

TY - CONF ID - barto_intrinsic_2004_algo L3 - citeulike-article-id:1693112 N2 - Psychologists call behavior intrinsically motivated when it is engaged in for its own sake rather than as a step toward solving a specific problem of clear practical value. But what we learn during intrinsically motivated behavior is essential for our development as competent autonomous entities able to efficiently solve a wide range of practical problems as they arise. In this paper we present initial results from a computational study of intrinsically motivated reinforcement learning aimed at allowing artificial agents to construct and extend hierarchies of reusable skills that are needed for competent autonomy. TI - Intrinsically Motivated Reinforcement Learning T2 - 18th Annual Conference on Neural Information Processing Systems KW - algorithm KW - intrinsic KW - motivational AU - Singh, S AU - Barto, Ag AU - Chentanez, N PY - 2004/12// UR - http://www-anw.cs.umass.edu/pubs/2004/singh_bc_NIPS04.pdf ER -