Model Based Reinforcement Learning

Offline model-based reinforcement learning with causal structured world models

The architecture of FOCUS. Given offline data, FOCUS learns a $p$ value matrix by KCI test and then gets the causal structure by choosing a $p$ threshold. After ...

Nature

Reinforcement learning model for optimizing dexmedetomidine dosing to prevent delirium in critically ill patients

Delirium can result in undesirable outcomes including increased length of stays and mortality in patients admitted to the intensive care unit (ICU). Dexmedetomidine has emerged for delirium prevention ...

Nature

Multi-robot hierarchical safe reinforcement learning autonomous decision-making strategy based on uniformly ultimate boundedness constraints

Deep reinforcement learning has exhibited exceptional capabilities in a variety of sequential decision-making problems, providing a standardized learning paradigm for the development of intelligent ...

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Offline model-based reinforcement learning with causal structured world models

Reinforcement learning model for optimizing dexmedetomidine dosing to prevent delirium in critically ill patients

Multi-robot hierarchical safe reinforcement learning autonomous decision-making strategy based on uniformly ultimate boundedness constraints

Hierarchical reinforcement learning boosts air defense efficiency

The New OpenAI o1 Generative AI Model Makes An Important Right Turn When It Comes To Reinforcement Learning

What Is Reinforcement Learning? Here’s All You Need to Know

AI reinforcement learning tackles fusion plasma instabilities

Deep Reinforcement Learning for Phishing Detection with Transformer-Based Semantic Features ()

EXL to acquire iMerit, advancing its leadership in enterprise AI by adding foundation model expertise and technology