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  "affiliations": [
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      "name": "Yasuko Kawahata",
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  "bibtex": "https://research.draconitic.com/paper/1dp3pkdam6nqf.bib",
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  "doi": "10.5281/zenodo.23646449",
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  "published": "2026-10-25",
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  "title": "Topological Criticality, Statistical Deception, and Non-Equilibrium Thermodynamics in Large-Scale Machine Learning: Resolving the Twist Between Evaluation Metrics, Practical Utility, and Energy Sustainability",
  "title_text": "Topological Criticality, Statistical Deception, and Non-Equilibrium Thermodynamics in Large-Scale Machine Learning: Resolving the Twist Between Evaluation Metrics, Practical Utility, and Energy Sustainability",
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