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

Beyond Single-Speed Reasoning: Coordinating Fast and Slow Dynamics for Efficient World Modeling AAAI 2026
Bootstrapping Personalized Insulin Therapy via Model-Based Reinforcement Learning: An In Silico Study AAAI 2026
Perceiving the Knowledge Boundary: Uncertainty-Guided Exploration and Imagination for World Models AAAI 2026
MrCoM: A Meta-Regularized World-Model Generalizing Across Multi-Scenarios AAAI 2026
Planning in Branch-and-Bound: Model-Based Reinforcement Learning for Exact Combinatorial Optimization AAAI 2026
Reliability-Guaranteed and Reward-Seeking Sequence Modeling for Model-Based Offline Reinforcement Learning AAAI 2026
Pre-Trained Video Generative Models as World Simulators AAAI 2026
World Models with Hints of Large Language Models for Goal Achieving NAACL 2025
Acting Beyond Learning: Imagination-Assisted Decision-Making in the Visual-based Multi-Agent Cooperative Scenarios AAAI 2025
GWM: Towards Scalable Gaussian World Models for Robotic Manipulation ICCV 2025
MGDA: Model-based Goal Data Augmentation for Offline Goal-conditioned Weighted Supervised Learning AAAI 2025
Differentiable Information Enhanced Model-Based Reinforcement Learning AAAI 2025
Neural Motion Simulator Pushing the Limit of World Models in Reinforcement Learning CVPR 2025
PIN-WM: Learning Physics-INformed World Models for Non-Prehensile Manipulation RSS 2025
GLAM: Global-Local Variation Awareness in Mamba-based World Model AAAI 2025
Dream to Chat: Model-based Reinforcement Learning on Dialogues with User Belief Modeling EMNLP 2025
Learning Structured World Models From and For Physical Interactions AAAI 2025
Constrained Latent Action Policies for Model-Based Offline Reinforcement Learning NIPS 2024
Deterministic Uncertainty Propagation for Improved Model-Based Offline Reinforcement Learning NIPS 2024
ReCoRe: Regularized Contrastive Representation Learning of World Model CVPR 2024
The Edge-of-Reach Problem in Offline Model-Based Reinforcement Learning NIPS 2024
Diffusion for World Modeling: Visual Details Matter in Atari NIPS 2024
Timing as an Action: Learning When to Observe and Act AISTATS 2024
Don’t Be Pessimistic Too Early: Look K Steps Ahead! AISTATS 2024
The Surprising Ineffectiveness of Pre-Trained Visual Representations for Model-Based Reinforcement Learning NIPS 2024