Dongseong Hwang

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 30

Top Topics

Speech Recognition

Domain Adaptation

Transfer Learning

Weakly Labeled Data

Top Venues

Publications

Dongseong Hwang
FAdam: Adam is a natural gradient optimizer using diagonal empirical Fisher information. CoRR (2024)
Rohit Prabhavalkar, Zhong Meng, Weiran Wang, Adam Stooke, Xingyu Cai, Yanzhang He, Arun Narayanan, Dongseong Hwang, Tara N. Sainath, Pedro J. Moreno
Extreme Encoder Output Frame Rate Reduction: Improving Computational Latencies of Large End-to-End Models. CoRR (2024)
Weiran Wang, Rohit Prabhavalkar, Haozhe Shan, Zhong Meng, Dongseong Hwang, Qiujia Li, Khe Chai Sim, Bo Li, James Qin, Xingyu Cai, Adam Stooke, Chengjian Zheng, Yanzhang He, Tara N. Sainath, Pedro Moreno Mengibar
Massive End-to-end Speech Recognition Models with Time Reduction. NAACL-HLT (2024)
Rohit Prabhavalkar, Zhong Meng, Weiran Wang, Adam Stooke, Xingyu Cai, Yanzhang He, Arun Narayanan, Dongseong Hwang, Tara N. Sainath, Pedro J. Moreno
Extreme Encoder Output Frame Rate Reduction: Improving Computational Latencies of Large End-to-End Models. ICASSP (2024)
Dongseong Hwang, Weiran Wang, Zhuoyuan Huo, Khe Chai Sim, Pedro Moreno Mengibar
TransformerFAM: Feedback attention is working memory. CoRR (2024)
Shefali Garg, Zhouyuan Huo, Khe Chai Sim, Suzan Schwartz, Mason Chua, Alëna Aksënova, Tsendsuren Munkhdalai, Levi King, Darryl Wright, Zion Mengesha, Dongseong Hwang, Tara N. Sainath, Françoise Beaufays, Pedro Moreno Mengibar
Improving Speech Recognition for African American English with Audio Classification. ICASSP (2024)
Dongseong Hwang, Khe Chai Sim, Yu Zhang, Trevor Strohman
Comparison of Soft and Hard Target RNN-T Distillation for Large-Scale ASR. ICASSP (2023)
Bo Li, Dongseong Hwang, Zhouyuan Huo, Junwen Bai, Guru Prakash, Tara N. Sainath, Khe Chai Sim, Yu Zhang, Wei Han, Trevor Strohman, Françoise Beaufays
Efficient Domain Adaptation for Speech Foundation Models. ICASSP (2023)
Weiran Wang, Rohit Prabhavalkar, Dongseong Hwang, Qiujia Li, Khe Chai Sim, Bo Li, James Qin, Xingyu Cai, Adam Stooke, Zhong Meng, CJ Zheng, Yanzhang He, Tara N. Sainath, Pedro Moreno Mengibar
Massive End-to-end Models for Short Search Queries. CoRR (2023)
Zhouyuan Huo, Khe Chai Sim, Bo Li, Dongseong Hwang, Tara N. Sainath, Trevor Strohman
Resource-Efficient Transfer Learning from Speech Foundation Model Using Hierarchical Feature Fusion. ICASSP (2023)
Zhouyuan Huo, Khe Chai Sim, Dongseong Hwang, Tsendsuren Munkhdalai, Tara N. Sainath, Pedro Moreno Mengibar
Re-investigating the Efficient Transfer Learning of Speech Foundation Model using Feature Fusion Methods. INTERSPEECH (2023)
Oscar Chang, Dongseong Hwang, Olivier Siohan
Revisiting the Entropy Semiring for Neural Speech Recognition. ICLR (2023)
Bo Li, Dongseong Hwang, Zhouyuan Huo, Junwen Bai, Guru Prakash, Tara N. Sainath, Khe Chai Sim, Yu Zhang, Wei Han, Trevor Strohman, Françoise Beaufays
Efficient Domain Adaptation for Speech Foundation Models. CoRR (2023)
Oscar Chang, Dongseong Hwang, Olivier Siohan
Revisiting the Entropy Semiring for Neural Speech Recognition. CoRR (2023)
Dongseong Hwang, Changwan Ryu, Khe Chai Sim
Edit Distance based RL for RNNT decoding. CoRR (2023)
Qiujia Li, Bo Li, Dongseong Hwang, Tara N. Sainath, Pedro Moreno Mengibar
Modular Domain Adaptation for Conformer-Based Streaming ASR. INTERSPEECH (2023)
Xingyu Cai, David Qiu, Shaojin Ding, Dongseong Hwang, Weiran Wang, Antoine Bruguier, Rohit Prabhavalkar, Tara N. Sainath, Yanzhang He
Efficient Cascaded Streaming ASR System Via Frame Rate Reduction. ASRU (2023)
Shefali Garg, Zhouyuan Huo, Khe Chai Sim, Suzan Schwartz, Mason Chua, Alëna Aksënova, Tsendsuren Munkhdalai, Levi King, Darryl Wright, Zion Mengesha, Dongseong Hwang, Tara N. Sainath, Françoise Beaufays, Pedro Moreno Mengibar
Improving Speech Recognition for African American English With Audio Classification. CoRR (2023)
Qiujia Li, Bo Li, Dongseong Hwang, Tara N. Sainath, Pedro Moreno Mengibar
Modular Domain Adaptation for Conformer-Based Streaming ASR. CoRR (2023)
Dongseong Hwang, Khe Chai Sim, Yu Zhang, Trevor Strohman
Comparison of Soft and Hard Target RNN-T Distillation for Large-scale ASR. CoRR (2022)
Dongseong Hwang, Khe Chai Sim, Zhouyuan Huo, Trevor Strohman
Pseudo Label Is Better Than Human Label. CoRR (2022)
Dongseong Hwang, Khe Chai Sim, Zhouyuan Huo, Trevor Strohman
Pseudo Label Is Better Than Human Label. INTERSPEECH (2022)
Dongseong Hwang, Ananya Misra, Zhouyuan Huo, Nikhil Siddhartha, Shefali Garg, David Qiu, Khe Chai Sim, Trevor Strohman, Françoise Beaufays, Yanzhang He
Large-Scale ASR Domain Adaptation Using Self- and Semi-Supervised Learning. ICASSP (2022)
Zhouyuan Huo, Dongseong Hwang, Khe Chai Sim, Shefali Garg, Ananya Misra, Nikhil Siddhartha, Trevor Strohman, Françoise Beaufays
Incremental Layer-Wise Self-Supervised Learning for Efficient Unsupervised Speech Domain Adaptation On Device. INTERSPEECH (2022)
Zhouyuan Huo, Khe Chai Sim, Bo Li, Dongseong Hwang, Tara N. Sainath, Trevor Strohman
Resource-Efficient Transfer Learning From Speech Foundation Model Using Hierarchical Feature Fusion. CoRR (2022)
Shaojin Ding, Weiran Wang, Ding Zhao, Tara N. Sainath, Yanzhang He, Robert David, Rami Botros, Xin Wang, Rina Panigrahy, Qiao Liang, Dongseong Hwang, Ian McGraw, Rohit Prabhavalkar, Trevor Strohman
A Unified Cascaded Encoder ASR Model for Dynamic Model Sizes. INTERSPEECH (2022)
Shaojin Ding, Weiran Wang, Ding Zhao, Tara N. Sainath, Yanzhang He, Robert David, Rami Botros, Xin Wang, Rina Panigrahy, Qiao Liang, Dongseong Hwang, Ian McGraw, Rohit Prabhavalkar, Trevor Strohman
A Unified Cascaded Encoder ASR Model for Dynamic Model Sizes. CoRR (2022)
Dongseong Hwang, Ananya Misra, Zhouyuan Huo, Nikhil Siddhartha, Shefali Garg, David Qiu, Khe Chai Sim, Trevor Strohman, Françoise Beaufays, Yanzhang He
Large-scale ASR Domain Adaptation using Self- and Semi-supervised Learning. CoRR (2021)
Ananya Misra, Dongseong Hwang, Zhouyuan Huo, Shefali Garg, Nikhil Siddhartha, Arun Narayanan, Khe Chai Sim
A Comparison of Supervised and Unsupervised Pre-Training of End-to-End Models. Interspeech (2021)
Zhouyuan Huo, Dongseong Hwang, Khe Chai Sim, Shefali Garg, Ananya Misra, Nikhil Siddhartha, Trevor Strohman, Françoise Beaufays
Incremental Layer-wise Self-Supervised Learning for Efficient Speech Domain Adaptation On Device. CoRR (2021)