Breakthrough in Phase Transition Detection: Persistent Entropy Unveiled

research#nlp🔬 Research|Analyzed: Feb 11, 2026 05:02
Published: Feb 11, 2026 05:00
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This research introduces a novel method using persistent entropy to detect regime changes in complex systems! The model-independent theorem offers a powerful tool for identifying phase transitions across various data modalities. This work promises to advance our understanding of complex systems, from synchronization to neural network dynamics.
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"We show that persistent entropy exhibits an asymptotically non-vanishing gap across phases."
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ArXiv Stats MLFeb 11, 2026 05:00
* Cited for critical analysis under Article 32.