From Voiceprints to User Entities: Online Speaker-Memory Construction for Multi-User Spoken Agents.

arXiv:2610.36713v1 Announce Type: cross Abstract: Personalized spoken agents must identify speakers before accessing user-specific memory, yet memory benchmarks typically assume correctly attributed histories. We argue that voiceprints are observations of iden