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model-based learning

43 papers

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Co-occurring keywords

model-based reinforcement learning (415) reinforcement learning (4122) markov decision process (788) model-free learning (51) offline reinforcement learning (492) sample complexity (1158) policy learning (699) image restoration (1515) sample efficiency (469) image fusion (148)

Papers

MobILE: Model-Based Imitation Learning From Observation Alone NIPS 2021
Probabilistic Programming Bots in Intuitive Physics Game Play AAAI 2021
Neuro-algorithmic Policies Enable Fast Combinatorial Generalization ICML 2021
Sample-Efficient Reinforcement Learning for Linearly-Parameterized MDPs with a Generative Model NIPS 2021
Compact task representations as a normative model for higher-order brain activity NIPS 2020
Learning Predictive Representations for Deformable Objects Using Contrastive Estimation CORL 2020
Learning Factored Markov Decision Processes with Unawareness UAI 2019
Differentiable Algorithm Networks for Composable Robot Learning RSS 2019
Multispectral and Hyperspectral Image Fusion by MS/HS Fusion Net CVPR 2019
Off-policy Model-based Learning under Unknown Factored Dynamics ICML 2015
Probably Approximately Correct MDP Learning and Control With Temporal Logic Constraints RSS 2014
Bayesian Hierarchical Reinforcement Learning NIPS 2012
Exploiting Best-Match Equations for Efficient Reinforcement Learning JMLR 2011
Environmental statistics and the trade-off between model-based and TD learning in humans NIPS 2011
Agnostic KWIK learning and efficient approximate reinforcement learning COLT 2011
Closing the Learning-Planning Loop with Predictive State Representations RSS 2010
Reinforcement Learning in Finite MDPs: PAC Analysis JMLR 2009
Multi-resolution Exploration in Continuous Spaces NIPS 2008