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Budgeted Flat Reconstruction (BFR), which builds sufficient sets over a fixed flat memory store in two stages, and outperforms same-store adaptations of recent agent-memory systems in both answer quality and evidence coverage.
The rapid maturation of zero-shot Text-to-Speech (TTS) models has turned high-quality voice cloning into a widely available capability, raising acute concerns over unauthorised replication, fine-tuning and resale of proprietary speech models. Yet ownership verification for TTS remains largely open: speech is a continuo...
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