Copertina

Revisiting Self-supervised Learning of Speech Representation from a Mutual Information Perspective

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Liu, Alexander H., Yeh, Sung-Lin, Glass, James
Natura:	Preprint
Pubblicazione:	2024
Soggetti:	Audio and Speech Processing Computation and Language Sound
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

USAD: Universal Speech and Audio Representation via Distillation
di: Chang, Heng-Jui, et al.
Pubblicazione: (2025)

UniWav: Towards Unified Pre-training for Speech Representation Learning and Generation
di: Liu, Alexander H., et al.
Pubblicazione: (2025)

LASER: Learning by Aligning Self-supervised Representations of Speech for Improving Content-related Tasks
di: Meghanani, Amit, et al.
Pubblicazione: (2024)

SSHR: Leveraging Self-supervised Hierarchical Representations for Multilingual Automatic Speech Recognition
di: Xue, Hongfei, et al.
Pubblicazione: (2023)

R-Spin: Efficient Speaker and Noise-invariant Representation Learning with Acoustic Pieces
di: Chang, Heng-Jui, et al.
Pubblicazione: (2023)

Position-invariant Fine-tuning of Speech Enhancement Models with Self-supervised Speech Representations
di: Meghanani, Amit, et al.
Pubblicazione: (2026)

Self-supervised Speech Representations Still Struggle with African American Vernacular English
di: Chang, Kalvin, et al.
Pubblicazione: (2024)

Improving Acoustic Word Embeddings through Correspondence Training of Self-supervised Speech Representations
di: Meghanani, Amit, et al.
Pubblicazione: (2024)

Benchmarking Children's ASR with Supervised and Self-supervised Speech Foundation Models
di: Fan, Ruchao, et al.
Pubblicazione: (2024)

Implicit Self-supervised Language Representation for Spoken Language Diarization
di: Mishra, Jagabandhu, et al.
Pubblicazione: (2023)

SCORE: Self-supervised Correspondence Fine-tuning for Improved Content Representations
di: Meghanani, Amit, et al.
Pubblicazione: (2024)

Rethinking Speech Representation Aggregation in Speech Enhancement: A Phonetic Mutual Information Perspective
di: Han, Seungu, et al.
Pubblicazione: (2026)

Enhancing Few-shot Keyword Spotting Performance through Pre-Trained Self-supervised Speech Models
di: Gok, Alican, et al.
Pubblicazione: (2025)

Identifying Speaker Information in Feed-Forward Layers of Self-Supervised Speech Transformers
di: Lin, Tzu-Quan, et al.
Pubblicazione: (2025)

Do Discrete Self-Supervised Representations of Speech Capture Tone Distinctions?
di: Osakuade, Opeyemi, et al.
Pubblicazione: (2024)

SpeechCLIP+: Self-supervised multi-task representation learning for speech via CLIP and speech-image data
di: Wang, Hsuan-Fu, et al.
Pubblicazione: (2024)

AV2Wav: Diffusion-Based Re-synthesis from Continuous Self-supervised Features for Audio-Visual Speech Enhancement
di: Chou, Ju-Chieh, et al.
Pubblicazione: (2023)

Fast Word Error Rate Estimation Using Self-Supervised Representations for Speech and Text
di: Park, Chanho, et al.
Pubblicazione: (2023)

Probing for Phonology in Self-Supervised Speech Representations: A Case Study on Accent Perception
di: Venkateswaran, Nitin, et al.
Pubblicazione: (2025)

Adapting Self-Supervised Speech Representations for Cross-lingual Dysarthria Detection in Parkinson's Disease
di: Hernandez, Abner, et al.
Pubblicazione: (2026)

XLAVS-R: Cross-Lingual Audio-Visual Speech Representation Learning for Noise-Robust Speech Perception
di: Han, HyoJung, et al.
Pubblicazione: (2024)

Self-supervised Speech Models for Word-Level Stuttered Speech Detection
di: Shih, Yi-Jen, et al.
Pubblicazione: (2024)

LeBenchmark 2.0: a Standardized, Replicable and Enhanced Framework for Self-supervised Representations of French Speech
di: Parcollet, Titouan, et al.
Pubblicazione: (2023)

TS-SUPERB: A Target Speech Processing Benchmark for Speech Self-Supervised Learning Models
di: Peng, Junyi, et al.
Pubblicazione: (2025)

STaR: Distilling Speech Temporal Relation for Lightweight Speech Self-Supervised Learning Models
di: Jang, Kangwook, et al.
Pubblicazione: (2023)

A Closer Look at Neural Codec Resynthesis: Bridging the Gap between Codec and Waveform Generation
di: Liu, Alexander H., et al.
Pubblicazione: (2024)

Conversational Speech Recognition by Learning Audio-textual Cross-modal Contextual Representation
di: Wei, Kun, et al.
Pubblicazione: (2023)

Sylber: Syllabic Embedding Representation of Speech from Raw Audio
di: Cho, Cheol Jun, et al.
Pubblicazione: (2024)

Speech Recognition Transformers: Topological-lingualism Perspective
di: Singh, Shruti, et al.
Pubblicazione: (2024)

Convexity-based Pruning of Speech Representation Models
di: Dorszewski, Teresa, et al.
Pubblicazione: (2024)

Configurable Multilingual ASR with Speech Summary Representations
di: Zhu, Harrison, et al.
Pubblicazione: (2024)

Representation Purification for End-to-End Speech Translation
di: Zhang, Chengwei, et al.
Pubblicazione: (2024)

Enhancing Dialogue Speech Recognition with Robust Contextual Awareness via Noise Representation Learning
di: Lee, Wonjun, et al.
Pubblicazione: (2024)

Weight Factorization and Centralization for Continual Learning in Speech Recognition
di: Ugan, Enes Yavuz, et al.
Pubblicazione: (2025)

Hierarchical Self-Supervised Representation Learning for Depression Detection from Speech
di: Li, Yuxin, et al.
Pubblicazione: (2025)

VIBE: Voice-Induced open-ended Bias Evaluation for Large Audio-Language Models via Real-World Speech
di: Lin, Yi-Cheng, et al.
Pubblicazione: (2026)

Is Self-Supervised Learning Enough to Fill in the Gap? A Study on Speech Inpainting
di: Asaad, Ihab, et al.
Pubblicazione: (2024)

Are Paralinguistic Representations all that is needed for Speech Emotion Recognition?
di: Phukan, Orchid Chetia, et al.
Pubblicazione: (2024)

Rethinking Discrete Speech Representation Tokens for Accent Generation
di: Zhong, Jinzuomu, et al.
Pubblicazione: (2026)

Task-Agnostic Structured Pruning of Speech Representation Models
di: Wang, Haoyu, et al.
Pubblicazione: (2023)