AutoGraphForge: Towards Automated Graph Theory Discovery
2026-09-04 12:00Science🔥 11.4 heat score
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AutoGraphForge is an artificial intelligence-based automated graph theory discovery method designed to explore the theoretical properties of graph structures through algorithms. This method uses machine learning models to analyze the topological characteristics of graphs, proposes new graph theory propositions, and verifies their validity. The research focuses on the relationship between structure and properties in graph theory, emphasizing scalability and automation of theoretical discovery.
# AutoGraphForge: Towards Automated Graph Theory Discovery
We report on our ongoing project to develop a computational pipeline, AutoGraphForge, for an automated graph-theoretic conjecturing-refuting-formalizing-proving system. Conjecture generation is counterexample-guided and runs in rounds: a Graffiti3 generator proposes conjectures over a small, evolvi…