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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Jong-Min Kim

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#reinforcement learning Open access Sep 2026

Cooperative multi-agent reinforcement learning with entangled state representations and copula-based action coordination for urban navigation

The findings demonstrate that combining relational state representations, copula-based dependence modeling, and shared rewards improves coordination, robustness, and stability in multi-agent navigation tasks.

Jong-Min Kim · 0 citations
Open access Aug 2026

A Copula-Tensor Neural Network Framework for High-Dimensional Causal Inference

It is suggested that copula-based feature representations combined with deep learning provide a flexible approach for heterogeneous treatment effect estimation, particularly in high-dimensional settings with complex covariate dependence.

Jong-Min Kim · 0 citations

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