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Generalization in Deep Learning

, , and . (2017)cite arxiv:1710.05468Comment: To appear in Mathematics of Deep Learning, Cambridge University Press. All previous results remain unchanged.

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Input Generlization in Delayed Reinforcement Learning: An Algorithm and Performance Comparisons, and . Proc.\ 12th International Joint Conf.\ on Artificial Intelligence (IJCAI-91), Sydney, Australia, (1991)Learning Probabilistic Relational Dynamics for Multiple Tasks, , , and . CoRR, (2012)Segmentation According to Natural Examples: Learning Static Segmentation from Motion Segmentation., and . IEEE Trans. Pattern Anal. Mach. Intell., 31 (4): 661-676 (2009)Intelligent Interaction with the Real World.. ECML/PKDD (1), volume 6321 of Lecture Notes in Computer Science, page 3. Springer, (2010)Modeling and Planning with Macro-Actions in Decentralized POMDPs., , , and . J. Artif. Intell. Res., (2019)Compositional Generative Modeling: A Single Model is Not All You Need., and . CoRR, (2024)Generalization in Deep Learning, , and . (2017)cite arxiv:1710.05468Comment: To appear in Mathematics of Deep Learning, Cambridge University Press. All previous results remain unchanged.Object-Based World Modeling in Semi-Static Environments with Dependent Dirichlet Process Mixtures., , , and . IJCAI, page 3513-3521. IJCAI/AAAI Press, (2016)Partially Observable Markov Decision Processes for Artificial Intelligence., , and . KI, volume 981 of Lecture Notes in Computer Science, page 1-17. Springer, (1995)On reinforcement learning for robots.. IROS, page 1319-1320. IEEE, (1996)