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

Author

Kenji Tei

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Sep 2026

Uncertainty Interaction in Software-Intensive Systems: A Community Roadmap

This roadmap paper reports the outcomes of the NII Shonan Seminar No. 232 on Uncertainty Interaction in Software-Intensive Systems (UNISON), held in March 2026 and develops a shared conceptual vocabulary for distinguishing uncertainty sources, propagation, confluence, interaction, and relevance; proposes an abstract wo...

Javier Cámara, R. Mirandola, Kenji Tei et al. · 0 citations
Book Open access Apr 2026

Robust Exploration in Directed Controller Synthesis via Mixture-of-Experts Reinforcement Learning

A Mixture-of-Experts framework that combines multiple policies, leveraging their complementary strengths to form a more robust exploration policy is proposed, and the evaluation on the Air Traffic benchmark shows that this proposal significantly increases the number of solvable instances.

Toshihide Ubukata, Mingyue Zhang, Zhi-Yao Wang et al. · 1 citation

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