collision-entropy

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A collision-entropy floor for watermark/retrieval AI-text detection. Looking for a sanity check before I take this further [D]

Reddit r/MachineLearning ↗ · 2026-08-14

A researcher presents a theoretical bound showing that similarity-based AI-text detectors (watermarking, retrieval) face a false-positive rate floor determined by the collision entropy of the text distribution, and asks for community feedback on the proof and connections to prior work.

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