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

Regularizing a Model-based Policy Stationary Distribution to Stabilize Offline Reinforcement Learning ICML 2022
Causal Dynamics Learning for Task-Independent State Abstraction ICML 2022
DayDreamer: World Models for Physical Robot Learning CORL 2022
Model-based Meta Reinforcement Learning using Graph Structured Surrogate Models and Amortized Policy Search ICML 2022
Denoised MDPs: Learning World Models Better Than the World Itself ICML 2022
Towards Evaluating Adaptivity of Model-Based Reinforcement Learning Methods ICML 2022
Addressing Optimism Bias in Sequence Modeling for Reinforcement Learning ICML 2022
Generalised Policy Improvement with Geometric Policy Composition ICML 2022
Planning with Diffusion for Flexible Behavior Synthesis ICML 2022
Model-Based Opponent Modeling NIPS 2022
DreamerPro: Reconstruction-Free Model-Based Reinforcement Learning with Prototypical Representations ICML 2022
Making Linear MDPs Practical via Contrastive Representation Learning ICML 2022
DeepThermal: Combustion Optimization for Thermal Power Generating Units Using Offline Reinforcement Learning AAAI 2022
Skill-based Model-based Reinforcement Learning CORL 2022
SMPL: Simulated Industrial Manufacturing and Process Control Learning Environments NIPS 2022
Reinforcement Learning with Fast Stabilization in Linear Dynamical Systems AISTATS 2022
Model-based RL with Optimistic Posterior Sampling: Structural Conditions and Sample Complexity NIPS 2022
Learning to Attack Federated Learning: A Model-based Reinforcement Learning Attack Framework NIPS 2022
Approximate Value Equivalence NIPS 2022
A Simple Decentralized Cross-Entropy Method NIPS 2022
Model-based Lifelong Reinforcement Learning with Bayesian Exploration NIPS 2022
Conservative Dual Policy Optimization for Efficient Model-Based Reinforcement Learning NIPS 2022
Constrained Contrastive Reinforcement Learning ACML 2022
Model-Value Inconsistency as a Signal for Epistemic Uncertainty ICML 2022
Exponential Family Model-Based Reinforcement Learning via Score Matching NIPS 2022