Active Learning for Speech Recognition: the Power of Gradients

10 December 2016

Papers citing "Active Learning for Speech Recognition: the Power of Gradients"

24 / 24 papers shown

Title
Combining X-Vectors and Bayesian Batch Active Learning: Two-Stage Active Learning Pipeline for Speech Recognition O. Kundacina V. Vincan D. Mišković BDL 133 1 0 03 May 2024
Diversity Measurement and Subset Selection for Instruction Tuning Datasets Peiqi Wang Songlin Yang Zhen Guo Matt Stallone Yoon Kim Polina Golland Yikang Shen 77 12 0 04 Feb 2024
Smooth Sailing: Improving Active Learning for Pre-trained Language Models with Representation Smoothness Analysis Josip Jukić Jan Snajder 78 5 0 20 Dec 2022
Active Learning of Non-semantic Speech Tasks with Pretrained Models Harlin Lee Aaqib Saeed Andrea L. Bertozzi VLM 38 2 0 31 Oct 2022
A Survey of Active Learning for Natural Language Processing Zhisong Zhang Emma Strubell Eduard H. Hovy LM&MA 100 68 0 18 Oct 2022
VL4Pose: Active Learning Through Out-Of-Distribution Detection For Pose Estimation Megh Shukla Roshan Roy Pankaj Singh Shuaib Ahmed Alexandre Alahi 82 13 0 12 Oct 2022
Distribution Aware Metrics for Conditional Natural Language Generation David M. Chan Yiming Ni David A. Ross Sudheendra Vijayanarasimhan Austin Myers John F. Canny 77 4 0 15 Sep 2022
Unifying Approaches in Active Learning and Active Sampling via Fisher Information and Information-Theoretic Quantities Andreas Kirsch Y. Gal FedML 95 23 0 01 Aug 2022
Scalable Batch-Mode Deep Bayesian Active Learning via Equivalence Class Annealing Renyu Zhang Aly A. Khan Robert L. Grossman Yuxin Chen BDL 49 2 0 27 Dec 2021
Deep Active Learning by Leveraging Training Dynamics Haonan Wang Wei Huang Ziwei Wu A. Margenot Hanghang Tong Jingrui He AI4CE 64 34 0 16 Oct 2021
Utterance-level neural confidence measure for end-to-end children speech recognition W. Liu Tan Lee 51 5 0 16 Sep 2021
Deep Active Learning for Text Classification with Diverse Interpretations Qiang Liu Yanqiao Zhu Zhaocheng Liu Yufeng Zhang Shu Wu AI4CE 50 15 0 15 Aug 2021
Multi-class Text Classification using BERT-based Active Learning Sumanth Prabhu Moosa Mohamed Hemant Misra 72 39 0 27 Apr 2021
Active Learning to Classify Macromolecular Structures in situ for Less Supervision in Cryo-Electron Tomography Xuefeng Du Haohan Wang Zhenxi Zhu Xiangrui Zeng Yi-Wei Chang Jing Zhang Min Xu 28 11 0 24 Feb 2021
Active Deep Learning on Entity Resolution by Risk Sampling Youcef Nafa Qun Chen Zhaoqiang Chen Xingyu Lu Haiyang He Tianyi Duan Zhanhuai Li 78 17 0 23 Dec 2020
Batch Decorrelation for Active Metric Learning Priyadarshini Kumari Ritesh Goru Siddhartha Chaudhuri Subhasis Chaudhuri 53 7 0 20 May 2020
Active and Incremental Learning with Weak Supervision C. Brust Christoph Käding Joachim Denzler CLL 49 18 0 20 Jan 2020
Deep Representation Learning in Speech Processing: Challenges, Recent Advances, and Future Trends S. Latif R. Rana Sara Khalifa Raja Jurdak Junaid Qadir Björn W. Schuller AI4TS 96 82 0 02 Jan 2020
Deep Active Learning: Unified and Principled Method for Query and Training Changjian Shui Fan Zhou Christian Gagné Boyu Wang FedML 102 153 0 20 Nov 2019
Lead2Gold: Towards exploiting the full potential of noisy transcriptions for speech recognition Adrien Dufraux Emmanuel Vincent Awni Y. Hannun Armelle Brun Matthijs Douze 52 9 0 16 Oct 2019
Fine-Tuning Language Models from Human Preferences Daniel M. Ziegler Nisan Stiennon Jeff Wu Tom B. Brown Alec Radford Dario Amodei Paul Christiano G. Irving ALM 505 1,775 0 18 Sep 2019
Discriminative Active Learning Daniel Gissin Shai Shalev-Shwartz 79 179 0 15 Jul 2019
Deep Batch Active Learning by Diverse, Uncertain Gradient Lower Bounds Jordan T. Ash Chicheng Zhang A. Krishnamurthy John Langford Alekh Agarwal BDL UQCV 107 780 0 09 Jun 2019
Active Learning for Deep Object Detection C. Brust Christoph Käding Joachim Denzler VLM ObjD 70 118 0 26 Sep 2018