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Author

Nir Weinberger

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#machine learning Preprint Sep 2026

TANGO: Watermarking Masked Diffusion Language Models in Token Pairs

Masked-diffusion language models fill in masked positions in parallel and in no fixed order. Most practical text watermarks assume left-to-right generation. They key each token to the tokens before it, and in a diffusion model those tokens may still be masked. A fixed green list needs no such context, but it favors the...

Kasra Arabi, Nir Weinberger, Micah Goldblum et al. · 0 citations

Quantum Maximum Likelihood Prediction via Hilbert Space Embeddings

This approach provides a unified framework to handle MLP within both classical and quantum LLMs and shows that the Pythagorean inequality continues to hold in the infinite-dimensional setting whenever the convex information-projection problem attains a finite minimum.

S. Sreekumar, Nir Weinberger · 0 citations

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