Optimal Multi-bit Generative Watermarking Schemes Under Worst-Case False-Alarm Constraints

2026-04-13T08:51:51Z394b16c60c727881f0d67a5b5e1d57d1927c45567bb1e68cc0a7fe9fd50be670
admixed-arrayscauchy-noisecoding-theorycombinatoricsdifferential-privacydynamical-samplinggenerative-watermarkinghigh-altitude-platforms (HAP)holographic-beamforminghull-embeddingsinterference-detectionlanguage-modelslinear-codesmulti-agent-systemsmulti-task-learningnear-fieldone-shot-detectionprony-methodrate-distortionrealisation-level-accountingsemantic-communicationspectral-recoveryvirtual-point-sourcewatermarkingxl-mimo

What happened

Collection of new arXiv submissions (math/IT) covering theory and algorithms across generative watermarking for LLMs, coding theory, wireless/ML signal processing, and privacy accounting. Highlights: a corrected optimal multi-bit generative watermarking theory with two constructions that attain a finite-token lower bound via an LP formulation; exact shortest hull-embedding lengths and constructive algorithms for linear codes over finite fields; a holographic beamforming paradigm with a Virtual Point Source (VPS) method for non-iterative near-field XL‑MIMO design; analysis of one-shot detection

Why it matters

A reviewed impact interpretation has not been published for this record.

Evidence and limitations

Source ID
arxiv_math_it
Record identifier
394b16c60c727881f0d67a5b5e1d57d1927c45567bb1e68cc0a7fe9fd50be670
Enrichment time
2026-04-13T08:51:51Z
AI-assisted enrichment
Yes

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