Genetic Algorithms for Tractable Bayesian Network Fusion via Pre-Fusion Edge Pruning

arXiv:2609.03724 · cs.NE, cs.LG · Submitted 2026-09-03 · Read on arXiv

cs.NE, cs.LG

Submitted: 2026-09-03

Updated: 2026-09-03

Comments: 9 pages. Presented at the Genetic and Evolutionary Computation Conference (GECCO 2025)

Journal ref: Proceedings of the Genetic and Evolutionary Computation Conference (GECCO '25), pp. 481-489, 2025

DOI: 10.1145/3712256.3726333

Code: https://github.com/cmu-phil/tetrad

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Bayesian Network — 43× in this paper
• Pruning — 16× in this paper · explained in 4 episodes
• Federated Learning — 7× in this paper · explained in 15 episodes
• Bayesian Network (BN) — 4× in this paper · explained in 2 episodes
• Accuracy — 3× in this paper · explained in 1 episode
• Hamming Distance — 3× in this paper · explained in 2 episodes
• Benchmarking — 2× in this paper · explained in 3 episodes
• Computational Tractability — 2× in this paper · explained in 2 episodes
• Directed Acyclic Graph — 2× in this paper
• Robustness — 2× in this paper · explained in 5 episodes
• Steering — 2× in this paper · explained in 2 episodes
• Adaptability — 1× in this paper · explained in 1 episode
• Causal Reasoning — 1× in this paper · explained in 2 episodes
• Combinatorial Optimization — 1× in this paper · explained in 2 episodes
• Computational Biology — 1× in this paper · explained in 2 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• Pairwise Comparisons — 1× in this paper · explained in 2 episodes
• Structural Moral Hamming Distance — 1× in this paper
• Topological Order — 1× in this paper · explained in 2 episodes

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