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This paper introduces LUCID, an LLM-guided interpretable and training-free unsupervised community detection method that uses a four-stage pipeline inspired by phase-transition kinetics to achieve state-of-the-art performance on real-world graphs.
Quantinuum and SoftBank Corp. published a joint white paper mapping quantum computing use cases in quantum chemistry and graph analytics to Quantinuum's hardware roadmap, providing a framework for assessing when practical industrial applications become feasible.