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Model-based Reinforcement Learning

Papers

Showing 101150 of 708 papers

TitleStatusHype
Learning to Play Atari in a World of Tokens0
Trust the Model Where It Trusts Itself -- Model-Based Actor-Critic with Uncertainty-Aware Rollout AdaptionCode0
Adaptive Horizon Actor-Critic for Policy Learning in Contact-Rich Differentiable Simulation0
Partial Models for Building Adaptive Model-Based Reinforcement Learning Agents0
Safe Deep Model-Based Reinforcement Learning with Lyapunov FunctionsCode0
iVideoGPT: Interactive VideoGPTs are Scalable World ModelsCode2
Neuromorphic dreaming: A pathway to efficient learning in artificial agentsCode0
Generating Code World Models with Large Language Models Guided by Monte Carlo Tree SearchCode1
Efficient Multi-agent Reinforcement Learning by PlanningCode1
Learning Latent Dynamic Robust Representations for World ModelsCode1
Model-based reinforcement learning for protein backbone design0
Continual Model-based Reinforcement Learning for Data Efficient Wireless Network Optimisation0
CompilerDream: Learning a Compiler World Model for General Code OptimizationCode1
A Note on Loss Functions and Error Compounding in Model-based Reinforcement Learning0
Active Learning for Control-Oriented Identification of Nonlinear Systems0
Model-based Reinforcement Learning for Parameterized Action SpacesCode1
Active Exploration in Bayesian Model-based Reinforcement Learning for Robot Manipulation0
Exploiting Symmetry in Dynamics for Model-Based Reinforcement Learning with Asymmetric RewardsCode0
Deep Gaussian Covariance Network with Trajectory Sampling for Data-Efficient Policy SearchCode0
Robust Model Based Reinforcement Learning Using L_1 Adaptive Control0
SINDy-RL: Interpretable and Efficient Model-Based Reinforcement LearningCode2
Mastering Memory Tasks with World ModelsCode2
Go Beyond Black-box Policies: Rethinking the Design of Learning Agent for Interpretable and Verifiable HVAC ControlCode0
Dr. Strategy: Model-Based Generalist Agents with Strategic Dreaming0
Model-based deep reinforcement learning for accelerated learning from flow simulationsCode0
When in Doubt, Think Slow: Iterative Reasoning with Latent Imagination0
Model-Based Reinforcement Learning Control of Reaction-Diffusion Problems0
The Edge-of-Reach Problem in Offline Model-Based Reinforcement LearningCode0
Towards Robust Model-Based Reinforcement Learning Against Adversarial Corruption0
A Distributional Analogue to the Successor RepresentationCode1
SPO: Sequential Monte Carlo Policy OptimisationCode3
Differentially Private Deep Model-Based Reinforcement Learning0
A Multi-step Loss Function for Robust Learning of the Dynamics in Model-based Reinforcement Learning0
Deep autoregressive density nets vs neural ensembles for model-based offline reinforcement learning0
Control in Stochastic Environment with Delays: A Model-based Reinforcement Learning Approach0
Scheduled Curiosity-Deep Dyna-Q: Efficient Exploration for Dialog Policy Learning0
Augmenting Replay in World Models for Continual Reinforcement LearningCode0
Locality Sensitive Sparse Encoding for Learning World Models Online0
CoVO-MPC: Theoretical Analysis of Sampling-based MPC and Optimal Covariance DesignCode2
Laboratory Experiments of Model-based Reinforcement Learning for Adaptive Optics ControlCode0
Emergence and Causality in Complex Systems: A Survey on Causal Emergence and Related Quantitative Studies0
Dynamic Programming-based Approximate Optimal Control for Model-Based Reinforcement Learning0
Sample-Efficient Learning to Solve a Real-World Labyrinth Game Using Data-Augmented Model-Based Reinforcement LearningCode1
Model-Based Epistemic Variance of Values for Risk-Aware Policy Optimization0
Score-Aware Policy-Gradient Methods and Performance Guarantees using Local Lyapunov Conditions: Applications to Product-Form Stochastic Networks and Queueing Systems0
Regularity as Intrinsic Reward for Free Play0
LanGWM: Language Grounded World Model0
Autonomous Port Navigation With Ranging Sensors Using Model-Based Reinforcement Learning0
Reinforcement Learning with Model Predictive Control for Highway Ramp MeteringCode1
An introduction to reinforcement learning for neuroscience0
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