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Model-based Reinforcement Learning

Papers

Showing 201250 of 708 papers

TitleStatusHype
Human Machine Co-adaption Interface via Cooperation Markov Decision Process System0
Posterior Sampling for Deep Reinforcement LearningCode1
Semi-Infinitely Constrained Markov Decision Processes and Efficient Reinforcement LearningCode0
FLEX: an Adaptive Exploration Algorithm for Nonlinear SystemsCode0
Model Based Reinforcement Learning for Personalized Heparin Dosing0
Sample-efficient Model-based Reinforcement Learning for Quantum ControlCode1
Decision-Focused Model-based Reinforcement Learning for Reward Transfer0
State and Parameter Estimation for Affine Nonlinear Systems0
Risk-Sensitive and Robust Model-Based Reinforcement Learning and Planning0
Model-Based Reinforcement Learning with Isolated ImaginationsCode1
EDGI: Equivariant Diffusion for Planning with Embodied Agents0
Dynamic Update-to-Data Ratio: Minimizing World Model OverfittingCode0
A New Policy Iteration Algorithm For Reinforcement Learning in Zero-Sum Markov Games0
On the Benefits of Leveraging Structural Information in Planning Over the Learned Model0
Replay Buffer with Local Forgetting for Adapting to Local Environment Changes in Deep Model-Based Reinforcement Learning0
Transformer-based World Models Are Happy With 100k InteractionsCode1
Predictive Experience Replay for Continual Visual Control and ForecastingCode1
Beware of Instantaneous Dependence in Reinforcement Learning0
TrafficBots: Towards World Models for Autonomous Driving Simulation and Motion PredictionCode1
Diminishing Return of Value Expansion Methods in Model-Based Reinforcement LearningCode1
Sample-efficient Real-time Planning with Curiosity Cross-Entropy Method and Contrastive LearningCode0
Approximating Energy Market Clearing and Bidding With Model-Based Reinforcement Learning0
The Virtues of Laziness in Model-based RL: A Unified Objective and AlgorithmsCode0
Model-Based Uncertainty in Value FunctionsCode1
Understanding the effect of varying amounts of replay per step0
Equivariant MuZero0
Predictable MDP Abstraction for Unsupervised Model-Based RLCode1
Non-zero-sum Game Control for Multi-vehicle Driving via Reinforcement LearningCode0
Is Model Ensemble Necessary? Model-based RL via a Single Model with Lipschitz Regularized Value Function0
Learning Control from Raw Position Measurements0
STEERING: Stein Information Directed Exploration for Model-Based Reinforcement Learning0
Minimal Value-Equivalent Partial Models for Scalable and Robust Planning in Lifelong Reinforcement Learning0
Intrinsic Motivation in Model-based Reinforcement Learning: A Brief Review0
Model Based Reinforcement Learning with Non-Gaussian Environment Dynamics and its Application to Portfolio Optimization0
Plan To Predict: Learning an Uncertainty-Foreseeing Model for Model-Based Reinforcement LearningCode0
Hint assisted reinforcement learning: an application in radio astronomyCode0
Exploration in Model-based Reinforcement Learning with Randomized Reward0
Pontryagin Optimal Control via Neural NetworksCode0
Model-Based Reinforcement Learning with Multinomial Logistic Function Approximation0
Latent Variable Representation for Reinforcement Learning0
A Simple Decentralized Cross-Entropy MethodCode0
MoDem: Accelerating Visual Model-Based Reinforcement Learning with DemonstrationsCode1
Physics-Informed Model-Based Reinforcement LearningCode1
The Effectiveness of World Models for Continual Reinforcement LearningCode1
A Data-driven Pricing Scheme for Optimal Routing through Artificial Currencies0
Prototypical context-aware dynamics generalization for high-dimensional model-based reinforcement learning0
Offline Estimation of Controlled Markov Chains: Minimaxity and Sample Complexity0
The Benefits of Model-Based Generalization in Reinforcement LearningCode0
Learning safety in model-based Reinforcement Learning using MPC and Gaussian ProcessesCode1
Contrastive Value Learning: Implicit Models for Simple Offline RL0
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