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

Physics-Informed Model-Based Reinforcement Learning L4DC 2023
Model-Based Reinforcement Learning with Multinomial Logistic Function Approximation AAAI 2023
Model-Bellman Inconsistency for Model-based Offline Reinforcement Learning ICML 2023
Posterior Sampling for Deep Reinforcement Learning ICML 2023
Learning Policy-Aware Models for Model-Based Reinforcement Learning via Transition Occupancy Matching L4DC 2023
Multi-Step Generalized Policy Improvement by Leveraging Approximate Models NIPS 2023
Online No-regret Model-Based Meta RL for Personalized Navigation L4DC 2022
Bayesian Model-Based Offline Reinforcement Learning for Product Allocation AAAI 2022
Conservative and Adaptive Penalty for Model-Based Safe Reinforcement Learning AAAI 2022
Control-Oriented Model-Based Reinforcement Learning with Implicit Differentiation AAAI 2022
Sample Complexity of Robust Reinforcement Learning with a Generative Model AISTATS 2022
Sample-Efficient Reinforcement Learning via Conservative Model-Based Actor-Critic AAAI 2022
Skill-based Model-based Reinforcement Learning CORL 2022
Regret guarantees for model-based reinforcement learning with long-term average constraints UAI 2022
Regularizing a Model-based Policy Stationary Distribution to Stabilize Offline Reinforcement Learning ICML 2022
Causal Dynamics Learning for Task-Independent State Abstraction ICML 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-Value Inconsistency as a Signal for Epistemic Uncertainty ICML 2022
DreamerPro: Reconstruction-Free Model-Based Reinforcement Learning with Prototypical Representations ICML 2022
A Simple Decentralized Cross-Entropy Method NIPS 2022