Efficient Adapter Transfer of Self-Supervised Speech Models for Automatic Speech Recognition

7 February 2022

Papers citing "Efficient Adapter Transfer of Self-Supervised Speech Models for Automatic Speech Recognition"

35 / 35 papers shown

Title
Safe Gradient Flow for Bilevel Optimization Sina Sharifi Nazanin Abolfazli E. Y. Hamedani Mahyar Fazlyab 36 0 0 27 Jan 2025
How to Learn a New Language? An Efficient Solution for Self-Supervised Learning Models Unseen Languages Adaption in Low-Resource Scenario Shih-Heng Wang Zih-Ching Chen Jiatong Shi Ming To Chuang Guan-Ting Lin Kuan Po Huang David F. Harwath Shang-Wen Li Hung-yi Lee 76 1 0 27 Nov 2024
ELP-Adapters: Parameter Efficient Adapter Tuning for Various Speech Processing Tasks Nakamasa Inoue Shinta Otake Takumi Hirose Masanari Ohi Rei Kawakami 34 1 0 28 Jul 2024
Towards scalable efficient on-device ASR with transfer learning Laxmi Pandey Ke Li Jinxi Guo Debjyoti Paul Arthur Guo Jay Mahadeokar Xuedong Zhang 20 2 0 23 Jul 2024
An Adapter-Based Unified Model for Multiple Spoken Language Processing Tasks Varsha Suresh Salah Ait-Mokhtar Caroline Brun Ioan Calapodescu 23 0 0 20 Jun 2024
Dual-Pipeline with Low-Rank Adaptation for New Language Integration in Multilingual ASR Yerbolat Khassanov Zhipeng Chen Tianfeng Chen Tze Yuang Chong Wei Li Jun Zhang Lu Lu Yuxuan Wang AI4CE 14 0 0 12 Jun 2024
SE/BN Adapter: Parametric Efficient Domain Adaptation for Speaker Recognition Tianhao Wang Lantian Li D. Wang 33 0 0 12 Jun 2024
Efficient Compression of Multitask Multilingual Speech Models Thomas Palmeira Ferraz 39 0 0 02 May 2024
Efficient Adapter Tuning of Pre-trained Speech Models for Automatic Speaker Verification Mufan Sang John H. L. Hansen 41 6 0 01 Mar 2024
Exploration of Adapter for Noise Robust Automatic Speech Recognition Hao Shi Tatsuya Kawahara 35 5 0 28 Feb 2024
ZMM-TTS: Zero-shot Multilingual and Multispeaker Speech Synthesis Conditioned on Self-supervised Discrete Speech Representations Cheng Gong Xin Wang Erica Cooper Dan Wells Longbiao Wang Jianwu Dang Korin Richmond Junichi Yamagishi 24 21 0 22 Dec 2023
Audio-visual fine-tuning of audio-only ASR models Avner May Dmitriy Serdyuk Ankit Parag Shah Otavio Braga Olivier Siohan 23 3 0 14 Dec 2023
Multilingual DistilWhisper: Efficient Distillation of Multi-task Speech Models via Language-Specific Experts Thomas Palmeira Ferraz Marcely Zanon Boito Caroline Brun Vassilina Nikoulina 23 12 0 02 Nov 2023
Dynamics Generalisation in Reinforcement Learning via Adaptive Context-Aware Policies Michael Beukman Devon Jarvis Richard Klein Steven D. James Benjamin Rosman 24 10 0 25 Oct 2023
Cascaded Multi-task Adaptive Learning Based on Neural Architecture Search Yingying Gao Shilei Zhang Zihao Cui Chao Deng Junlan Feng 13 0 0 23 Oct 2023
Audio-AdapterFusion: A Task-ID-free Approach for Efficient and Non-Destructive Multi-task Speech Recognition Hillary Ngai Rohan Agrawal Neeraj Gaur Ronny Huang Parisa Haghani P. M. Mengibar MoMe 31 0 0 17 Oct 2023
EFFUSE: Efficient Self-Supervised Feature Fusion for E2E ASR in Low Resource and Multilingual Scenarios Tejes Srivastava Jiatong Shi William Chen Shinji Watanabe 32 1 0 05 Oct 2023
Leveraging Pretrained ASR Encoders for Effective and Efficient End-to-End Speech Intent Classification and Slot Filling Hengguan Huang Jagadeesh Balam Boris Ginsburg 11 4 0 13 Jul 2023
Review of Large Vision Models and Visual Prompt Engineering Jiaqi Wang Zheng Liu Lin Zhao Zihao Wu Chong Ma ... Bao Ge Yixuan Yuan Dinggang Shen Tianming Liu Shu Zhang VLM LRM 53 145 0 03 Jul 2023
Efficient Adapters for Giant Speech Models Nanxin Chen Izhak Shafran Yu Zhang Chung-Cheng Chiu H. Soltau James Qin Yonghui Wu 19 10 0 13 Jun 2023
How to Estimate Model Transferability of Pre-Trained Speech Models? Zih-Ching Chen Chao-Han Huck Yang Bo-wen Li Yu Zhang Nanxin Chen Shoufeng Chang Rohit Prabhavalkar Hung-yi Lee Tara N. Sainath 13 9 0 01 Jun 2023
Exploration of Efficient End-to-End ASR using Discretized Input from Self-Supervised Learning Xuankai Chang Brian Yan Yuya Fujita Takashi Maekaku Shinji Watanabe 19 37 0 29 May 2023
Deep Transfer Learning for Automatic Speech Recognition: Towards Better Generalization Hamza Kheddar Yassine Himeur S. Al-Maadeed Abbes Amira F. Bensaali 40 76 0 27 Apr 2023
Efficient Computation Sharing for Multi-Task Visual Scene Understanding Sara Shoouri Mingyu Yang Zichen Fan Hun-Seok Kim MoE 21 3 0 16 Mar 2023
Evaluating Parameter-Efficient Transfer Learning Approaches on SURE Benchmark for Speech Understanding Yingting Li Ambuj Mehrish Shuaijiang Zhao Rishabh Bhardwaj Amir Zadeh Navonil Majumder Rada Mihalcea Soujanya Poria AAML 16 16 0 02 Mar 2023
Modular Deep Learning Jonas Pfeiffer Sebastian Ruder Ivan Vulić E. Ponti MoMe OOD 21 73 0 22 Feb 2023
Parameter Efficient Transfer Learning for Various Speech Processing Tasks Shinta Otake Rei Kawakami Nakamasa Inoue 16 16 0 06 Dec 2022
CHAPTER: Exploiting Convolutional Neural Network Adapters for Self-supervised Speech Models Zih-Ching Chen Yu-Shun Sung Hung-yi Lee 21 16 0 01 Dec 2022
Integrated Parameter-Efficient Tuning for General-Purpose Audio Models Ju-ho Kim Ju-Sung Heo Hyun-Seo Shin Chanmann Lim Ha-Jin Yu 18 5 0 04 Nov 2022
Parameter-efficient transfer learning of pre-trained Transformer models for speaker verification using adapters Junyi Peng Themos Stafylakis Rongzhi Gu Oldvrich Plchot Ladislav Movsner Lukávs Burget JanHonza'' vCernocký 29 22 0 28 Oct 2022
Exploring Efficient-tuning Methods in Self-supervised Speech Models Zih-Ching Chen Chin-Lun Fu Chih-Ying Liu Shang-Wen Li Hung-yi Lee 24 38 0 10 Oct 2022
Damage Control During Domain Adaptation for Transducer Based Automatic Speech Recognition Somshubra Majumdar Shantanu Acharya Vitaly Lavrukhin Boris Ginsburg 19 3 0 06 Oct 2022
DRAFT: A Novel Framework to Reduce Domain Shifting in Self-supervised Learning and Its Application to Children's ASR Ruchao Fan Abeer Alwan 19 30 0 16 Jun 2022
Self-Supervised Speech Representation Learning: A Review Abdel-rahman Mohamed Hung-yi Lee Lasse Borgholt Jakob Drachmann Havtorn Joakim Edin ... Shang-Wen Li Karen Livescu Lars Maaløe Tara N. Sainath Shinji Watanabe SSL AI4TS 124 348 0 21 May 2022
Representative Subset Selection for Efficient Fine-Tuning in Self-Supervised Speech Recognition Abdul Hameed Azeemi I. Qazi Agha Ali Raza 18 0 0 18 Mar 2022