arXiv AI By Xia Zong, Tuomo Lehtonen, Jussi Rintanen

Cost-Optimal Decision Diagrams for Stochastic Boolean Function Evaluation

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arXiv:2606. 24672v1 Announce Type: new Abstract: In many decision-making scenarios, acquiring information incurs different costs.

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arXiv Machine Learning
Jun 5

Automated Proving of Shannon-Type Entropy Inequalities via Fine-Tuned Language Models and Guided Tree Search

arXiv:2606. 05729v1 Announce Type: cross Abstract: Proving Shannon-type entropy inequalities is a fundamental task in information theory that often requires constructing non-trivial linear combinations of known constraints, which is a combinatorial search problem that scales poorly with the number of random variables.

By Shing Yin Wong, Shaocheng Liu, Linqi Song, Amin Gohari, Cheuk Ting Li