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ROI-aware 4D hyperchaotic encryption for fundus image privacy with Lyapunov-verified security analysis

Scientific Reports, Published online: 07 September 2026; doi:10.1038/s41598-026-69540-0 ROI-aware 4D hyperchaotic encryption for fundus image privacy with Lyapunov-verified security analysis

We haven't written up this one. Scientific Reports has the full story — the link below goes straight to it.

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Building a Vector Similarity Detector: How One SQL Query Over 2.9M Charity Pairs Reveals the Gap Between Meaning and Spelling

Originally published on tamiz.pro . You feed two names into a matching engine and get a similarity score. Easy enough. But what happens when two strings look nothing alike yet mean the same thing — or…

  • Over 2.9 million charity name pairs analyzed using four metrics
  • Vector similarity outperformed Levenshtein and Jaro-Winkler in meaning matching
  • 12% of high lexical similarity pairs had low semantic similarity

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