conftrace_

model-based reinforcement learning

415 papers

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Also known as

MBRL MODEL-BASED RL

Co-occurring keywords

sample efficiency (472) world model (189) offline reinforcement learning (492) policy optimization (657) reinforcement learning (4352) dynamics model (67) markov decision process (790) continuous control (246) sample complexity (1169) deep reinforcement learning (903)

Papers

DeepThermal: Combustion Optimization for Thermal Power Generating Units Using Offline Reinforcement Learning AAAI 2022
Sample Complexity of Robust Reinforcement Learning with a Generative Model AISTATS 2022
Efficient Model-based Multi-agent Reinforcement Learning via Optimistic Equilibrium Computation ICML 2022
Mingling Foresight with Imagination: Model-Based Cooperative Multi-Agent Reinforcement Learning NIPS 2022
Approximate Value Equivalence NIPS 2022
Uncertainty Estimation Using Riemannian Model Dynamics for Offline Reinforcement Learning NIPS 2022
Addressing Optimism Bias in Sequence Modeling for Reinforcement Learning ICML 2022
Model-Based Offline Reinforcement Learning with Pessimism-Modulated Dynamics Belief NIPS 2022
Deciding What to Model: Value-Equivalent Sampling for Reinforcement Learning NIPS 2022
Bayesian Optimistic Optimization: Optimistic Exploration for Model-based Reinforcement Learning NIPS 2022
Double Check Your State Before Trusting It: Confidence-Aware Bidirectional Offline Model-Based Imagination NIPS 2022
Masked World Models for Visual Control CORL 2022
On the Model-Based Stochastic Value Gradient for Continuous Reinforcement Learning L4DC 2021
Inferring Time-delayed Causal Relations in POMDPs from the Principle of Independence of Cause and Mechanism IJCAI 2021
Data-Efficient Reinforcement Learning for Malaria Control IJCAI 2021
Learning to Reweight Imaginary Transitions for Model-Based Reinforcement Learning AAAI 2021
Provable Model-based Nonlinear Bandit and Reinforcement Learning: Shelve Optimism, Embrace Virtual Curvature NIPS 2021
Online and Offline Reinforcement Learning by Planning with a Learned Model NIPS 2021
Mastering Atari Games with Limited Data NIPS 2021
Robust Predictable Control NIPS 2021
Continuous-time Model-based Reinforcement Learning ICML 2021
Sample-Efficient Reinforcement Learning for Linearly-Parameterized MDPs with a Generative Model NIPS 2021
Model-Based Reinforcement Learning via Imagination with Derived Memory NIPS 2021
Optimal Uniform OPE and Model-based Offline Reinforcement Learning in Time-Homogeneous, Reward-Free and Task-Agnostic Settings NIPS 2021
Offline Model-based Adaptable Policy Learning NIPS 2021