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#finite-sample

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Relatedbilinear-compressive-security1 compressed-sensing1 conditional-generation1 cryptography1 diffusion-models1 generative-models1 key-recovery1 phase-retrieval1 theory1

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arXiv cs.CR16d ago

Bilinear Compressive Security with Finitely Many Samples

Researchers show finite-sample key recovery against Bilinear Compressive Security depends on measurement-matrix sparsity.

cryptography compressed-sensing

2

arXiv cs.AI / cs.LG / cs.CL21d ago

Finite-Sample Guarantees for Fully Discrete Conditional Diffusion Models

Paper proves finite-sample error bounds for conditional diffusion models using finite denoising steps.

diffusion-models generative-models

1