@InProceedings{ryabko_et_al:DagSemProc.06051.8, author = {Ryabko, Daniil and Hutter, Marcus}, title = {{Learning in Reactive Environments with Arbitrary Dependence}}, booktitle = {Kolmogorov Complexity and Applications}, pages = {1--15}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2006}, volume = {6051}, editor = {Marcus Hutter and Wolfgang Merkle and Paul M.B. Vitanyi}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/DagSemProc.06051.8}, URN = {urn:nbn:de:0030-drops-6372}, doi = {10.4230/DagSemProc.06051.8}, annote = {Keywords: Reinforcement learning, asymptotic average value, self-optimizing policies, (non) Markov decision processes} }