Cover Image

Keep what you need : extracting efficient subnetworks from large audio representation models

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Genova, David, Esling, Philippe, Hurlin, Tom
Format:	Preprint
Published:	2025
Subjects:	Sound Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Combining audio control and style transfer using latent diffusion
by: Demerlé, Nils, et al.
Published: (2024)

Multi-layer attentive probing improves transfer of audio representations for bioacoustics
by: Miron, Marius, et al.
Published: (2026)

SS-DPPN: A self-supervised dual-path foundation model for the generalizable cardiac audio representation
by: Muna, Ummy Maria, et al.
Published: (2025)

Stage-adaptive audio diffusion modeling
by: Zhang, Xuanhao, et al.
Published: (2026)

GRAM: Spatial general-purpose audio representation models for real-world applications
by: Yuksel, Goksenin, et al.
Published: (2025)

SPMamba: State-space model is all you need in speech separation
by: Li, Kai, et al.
Published: (2024)

An overview of neural architectures for self-supervised audio representation learning from masked spectrograms
by: Yadav, Sarthak, et al.
Published: (2025)

AudioMAE++: learning better masked audio representations with SwiGLU FFNs
by: Yadav, Sarthak, et al.
Published: (2025)

Making deep neural networks work for medical audio: representation, compression and domain adaptation
by: Onu, Charles C
Published: (2025)

Mellow: a small audio language model for reasoning
by: Deshmukh, Soham, et al.
Published: (2025)

Exploring bat song syllable representations in self-supervised audio encoders
by: Kloots, Marianne de Heer, et al.
Published: (2024)

Switchcodec: Adaptive residual-expert sparse quantization for high-fidelity neural audio coding
by: Wang, Xiangbo, et al.
Published: (2026)

Unsupervised Composable Representations for Audio
by: Bindi, Giovanni, et al.
Published: (2024)

Where are we in audio deepfake detection? A systematic analysis over generative and detection models
by: Li, Xiang, et al.
Published: (2024)

ADIFF: Explaining audio difference using natural language
by: Deshmukh, Soham, et al.
Published: (2025)

Sustaining model performance for covid-19 detection from dynamic audio data: Development and evaluation of a comprehensive drift-adaptive framework
by: Ganitidis, Theofanis, et al.
Published: (2024)

Contrastive timbre representations for musical instrument and synthesizer retrieval
by: Vaillant, Gwendal Le, et al.
Published: (2025)

Learning to reconstruct from saturated data: audio declipping and high-dynamic range imaging
by: Sechaud, Victor, et al.
Published: (2026)

NatureLM-audio: an Audio-Language Foundation Model for Bioacoustics
by: Robinson, David, et al.
Published: (2024)

AISTAT lab system for DCASE2025 Task6: Language-based audio retrieval
by: Kim, Hyun Jun, et al.
Published: (2025)

Enhanced Sound Event Localization and Detection in Real 360-degree audio-visual soundscapes
by: Roman, Adrian S., et al.
Published: (2024)

Comparison of window shapes and lengths in short-time feature extraction for classification of heart sound signals
by: Fakhry, Mahmoud, et al.
Published: (2026)

DualSpec: Text-to-spatial-audio Generation via Dual-Spectrogram Guided Diffusion Model
by: Zhao, Lei, et al.
Published: (2025)

Omni-CLST: Error-aware Curriculum Learning with guided Selective chain-of-Thought for audio question answering
by: Zhao, Jinghua, et al.
Published: (2025)

A sound description: Exploring prompt templates and class descriptions to enhance zero-shot audio classification
by: Olvera, Michel, et al.
Published: (2024)

Recomposer: Event-roll-guided generative audio editing
by: Ellis, Daniel P. W., et al.
Published: (2025)

Forensic deepfake audio detection using segmental speech features
by: Yang, Tianle, et al.
Published: (2025)

Codec-Robust Attacks on Audio LLMs
by: Roh, Jaechul, et al.
Published: (2026)

Supervised contrastive learning from weakly-labeled audio segments for musical version matching
by: Serrà, Joan, et al.
Published: (2025)

Semantic visually-guided acoustic highlighting with large vision-language models
by: Huang, Junhua, et al.
Published: (2026)

Are you sure? Analysing Uncertainty Quantification Approaches for Real-world Speech Emotion Recognition
by: Schrüfer, Oliver, et al.
Published: (2024)

MUGEN: Evaluating and Improving Multi-audio Understanding of Large Audio-Language Models
by: Yang, Chih-Kai, et al.
Published: (2026)

animal2vec and MeerKAT: A self-supervised transformer for rare-event raw audio input and a large-scale reference dataset for bioacoustics
by: Schäfer-Zimmermann, Julian C., et al.
Published: (2024)

Joint sentiment analysis of lyrics and audio in music
by: Schaab, Lea, et al.
Published: (2024)

Discriminating real and synthetic super-resolved audio samples using embedding-based classifiers
by: Silaev, Mikhail, et al.
Published: (2026)

Discriminant audio properties in deep learning based respiratory insufficiency detection in Brazilian Portuguese
by: Gauy, Marcelo Matheus, et al.
Published: (2024)

A novel LSTM music generator based on the fractional time-frequency feature extraction
by: Ya, Li, et al.
Published: (2026)

Eliminating stability hallucinations in llm-based tts models via attention guidance
by: Wang, ShiMing, et al.
Published: (2025)

Do we really need Self-Attention for Streaming Automatic Speech Recognition?
by: Dkhissi, Youness, et al.
Published: (2026)

Data-efficient Targeted Token-level Preference Optimization for LLM-based Text-to-Speech
by: Kotoge, Rikuto, et al.
Published: (2025)