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Large language models for time series: A survey
Large Language Models (LLMs) have seen significant use in domains such as natural
language processing and computer vision. Going beyond text, image and graphics, LLMs …
language processing and computer vision. Going beyond text, image and graphics, LLMs …
Sparks of large audio models: A survey and outlook
This survey paper provides a comprehensive overview of the recent advancements and
challenges in applying large language models to the field of audio signal processing. Audio …
challenges in applying large language models to the field of audio signal processing. Audio …
High-fidelity audio compression with improved rvqgan
Abstract Language models have been successfully used to model natural signals, such as
images, speech, and music. A key component of these models is a high quality neural …
images, speech, and music. A key component of these models is a high quality neural …
High fidelity neural audio compression
We introduce a state-of-the-art real-time, high-fidelity, audio codec leveraging neural
networks. It consists in a streaming encoder-decoder architecture with quantized latent …
networks. It consists in a streaming encoder-decoder architecture with quantized latent …
Mert: Acoustic music understanding model with large-scale self-supervised training
Self-supervised learning (SSL) has recently emerged as a promising paradigm for training
generalisable models on large-scale data in the fields of vision, text, and speech. Although …
generalisable models on large-scale data in the fields of vision, text, and speech. Although …
Audio flamingo: A novel audio language model with few-shot learning and dialogue abilities
Augmenting large language models (LLMs) to understand audio--including non-speech
sounds and non-verbal speech--is critically important for diverse real-world applications of …
sounds and non-verbal speech--is critically important for diverse real-world applications of …
The internet of sounds: Convergent trends, insights, and future directions
Current sound-based practices and systems developed in both academia and industry point
to convergent research trends that bring together the field of sound and music Computing …
to convergent research trends that bring together the field of sound and music Computing …
The voiceprivacy 2024 challenge evaluation plan
The task of the challenge is to develop a voice anonymization system for speech data which
conceals the speaker's voice identity while protecting linguistic content and emotional states …
conceals the speaker's voice identity while protecting linguistic content and emotional states …
Wavtokenizer: an efficient acoustic discrete codec tokenizer for audio language modeling
Language models have been effectively applied to modeling natural signals, such as
images, video, speech, and audio. A crucial component of these models is the codec …
images, video, speech, and audio. A crucial component of these models is the codec …
Music understanding llama: Advancing text-to-music generation with question answering and captioning
Text-to-music generation (T2M-Gen) faces a major obstacle due to the scarcity of large-scale
publicly available music datasets with natural language captions. To address this, we …
publicly available music datasets with natural language captions. To address this, we …