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20242026
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cs.SD2026

LILAC: An Idempotent Neural Speech Codec

June Young Yi, Dongwook Lee, Jiheum Yeom +1

Neural Audio Codecs are widely adopted in speech generation and editing. However, existing neural audio codecs are not idempotent: across the paper's twelve baseline systems, every…

cs.SD2025

Does Your Voice Assistant Remember? Analyzing Conversational Context Recall and Utilization in Voice Interaction Models

Heeseung Kim, Che Hyun Lee, Sangkwon Park +4

Recent advancements in multi-turn voice interaction models have improved user-model communication. However, while closed-source models effectively retain and recall past utterances…

cs.SD2024

NanoVoice: Efficient Speaker-Adaptive Text-to-Speech for Multiple Speakers

Nohil Park, Heeseung Kim, Che Hyun Lee +3

We present NanoVoice, a personalized text-to-speech model that efficiently constructs voice adapters for multiple speakers simultaneously. NanoVoice introduces a batch-wise speaker…

cs.SD2024

VoiceGuider: Enhancing Out-of-Domain Performance in Parameter-Efficient Speaker-Adaptive Text-to-Speech via Autoguidance

Jiheum Yeom, Heeseung Kim, Jooyoung Choi +3

When applying parameter-efficient finetuning via LoRA onto speaker adaptive text-to-speech models, adaptation performance may decline compared to full-finetuned counterparts, espec…

cs.SD2024

VoiceTailor: Lightweight Plug-In Adapter for Diffusion-Based Personalized Text-to-Speech

Heeseung Kim, Sang-gil Lee, Jiheum Yeom +3

We propose VoiceTailor, a parameter-efficient speaker-adaptive text-to-speech (TTS) system, by equipping a pre-trained diffusion-based TTS model with a personalized adapter. VoiceT…