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A Variational Bayesian Approach to Learning Latent Variables for Acoustic Knowledge Transfer


Oct 16, 2021
Hu Hu, Sabato Marco Siniscalchi, Chao-Han Huck Yang, Chin-Hui Lee

* Submitted to ICASSP 2022 

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QTN-VQC: An End-to-End Learning framework for Quantum Neural Networks


Oct 12, 2021
Jun Qi, Chao-Han Huck Yang, Pin-Yu Chen


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A Study of Low-Resource Speech Commands Recognition based on Adversarial Reprogramming


Oct 08, 2021
Hao Yen, Pin-Jui Ku, Chao-Han Huck Yang, Hu Hu, Sabato Marco Siniscalchi, Pin-Yu Chen, Yu Tsao

* Submitted to ICASSP 2022 

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A Lottery Ticket Hypothesis Framework for Low-Complexity Device-Robust Neural Acoustic Scene Classification


Jul 03, 2021
Chao-Han Huck Yang, Hu Hu, Sabato Marco Siniscalchi, Qing Wang, Yuyang Wang, Xianjun Xia, Yuanjun Zhao, Yuzhong Wu, Yannan Wang, Jun Du, Chin-Hui Lee

* Detection and Classification of Acoustic Scenes and Events (DCASE), 2021 
* 5 figures. DCASE 2021. The project started in November 2020 

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Voice2Series: Reprogramming Acoustic Models for Time Series Classification


Jun 17, 2021
Chao-Han Huck Yang, Yun-Yun Tsai, Pin-Yu Chen

* Accepted to ICML 2021, 16 Pages 

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Longer Version for "Deep Context-Encoding Network for Retinal Image Captioning"


May 30, 2021
Jia-Hong Huang, Ting-Wei Wu, Chao-Han Huck Yang, Marcel Worring

* This paper is a longer version of "Deep Context-Encoding Network for Retinal Image Captioning" which is accepted by IEEE International Conference on Image Processing (ICIP), 2021 

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PATE-AAE: Incorporating Adversarial Autoencoder into Private Aggregation of Teacher Ensembles for Spoken Command Classification


Apr 02, 2021
Chao-Han Huck Yang, Sabato Marco Siniscalchi, Chin-Hui Lee

* Preprint. Submitted to Interspeech 2021 

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Causal Inference Q-Network: Toward Resilient Reinforcement Learning


Feb 18, 2021
Chao-Han Huck Yang, I-Te Danny Hung, Yi Ouyang, Pin-Yu Chen

* Preprint. A Non-archival and preliminary venue was accepted to NeurIPS 2019 Safety and Robustness in Decision-making Workshop 

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Multi-task Language Modeling for Improving Speech Recognition of Rare Words


Nov 25, 2020
Chao-Han Huck Yang, Linda Liu, Ankur Gandhe, Yile Gu, Anirudh Raju, Denis Filimonov, Ivan Bulyko

* Submitted to ICASSP 2021 

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A Two-Stage Approach to Device-Robust Acoustic Scene Classification


Nov 03, 2020
Hu Hu, Chao-Han Huck Yang, Xianjun Xia, Xue Bai, Xin Tang, Yajian Wang, Shutong Niu, Li Chai, Juanjuan Li, Hongning Zhu, Feng Bao, Yuanjun Zhao, Sabato Marco Siniscalchi, Yannan Wang, Jun Du, Chin-Hui Lee

* Submitted to ICASSP 2021. Code available: https://github.com/MihawkHu/DCASE2020_task1 

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DeepOpht: Medical Report Generation for Retinal Images via Deep Models and Visual Explanation


Nov 01, 2020
Jia-Hong Huang, Chao-Han Huck Yang, Fangyu Liu, Meng Tian, Yi-Chieh Liu, Ting-Wei Wu, I-Hung Lin, Kang Wang, Hiromasa Morikawa, Hernghua Chang, Jesper Tegner, Marcel Worring

* Accepted to IEEE WACV 2021 

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Decentralizing Feature Extraction with Quantum Convolutional Neural Network for Automatic Speech Recognition


Oct 26, 2020
Chao-Han Huck Yang, Jun Qi, Samuel Yen-Chi Chen, Pin-Yu Chen, Sabato Marco Siniscalchi, Xiaoli Ma, Chin-Hui Lee

* Preprint. Code will be provided in December at https://github.com/huckiyang/speech_quantum_dl 

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Device-Robust Acoustic Scene Classification Based on Two-Stage Categorization and Data Augmentation


Aug 27, 2020
Hu Hu, Chao-Han Huck Yang, Xianjun Xia, Xue Bai, Xin Tang, Yajian Wang, Shutong Niu, Li Chai, Juanjuan Li, Hongning Zhu, Feng Bao, Yuanjun Zhao, Sabato Marco Siniscalchi, Yannan Wang, Jun Du, Chin-Hui Lee

* Revised Technical Report. Proposed systems attain 2nds in both Task-1a and Task-1b in the official DCASE challenge 2020 

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Exploring Deep Hybrid Tensor-to-Vector Network Architectures for Regression Based Speech Enhancement


Aug 03, 2020
Jun Qi, Hu Hu, Yannan Wang, Chao-Han Huck Yang, Sabato Marco Siniscalchi, Chin-Hui Lee

* Accepted to InterSpeech 2020 

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Wavelet Channel Attention Module with a Fusion Network for Single Image Deraining


Jul 17, 2020
Hao-Hsiang Yang, Chao-Han Huck Yang, Yu-Chiang Frank Wang

* Accepted to IEEE ICIP 2020 

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Characterizing Speech Adversarial Examples Using Self-Attention U-Net Enhancement


Mar 31, 2020
Chao-Han Huck Yang, Jun Qi, Pin-Yu Chen, Xiaoli Ma, Chin-Hui Lee

* The first draft was finished in August 2019. Accepted to IEEE ICASSP 2020 

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Y-net: Multi-scale feature aggregation network with wavelet structure similarity loss function for single image dehazing


Mar 31, 2020
Hao-Hsiang Yang, Chao-Han Huck Yang, Yi-Chang James Tsai

* Accepted to IEEE ICASSP 2020 

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Enhanced Adversarial Strategically-Timed Attacks against Deep Reinforcement Learning


Feb 20, 2020
Chao-Han Huck Yang, Jun Qi, Pin-Yu Chen, Yi Ouyang, I-Te Danny Hung, Chin-Hui Lee, Xiaoli Ma

* Accepted to IEEE ICASSP 2020 

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Tensor-to-Vector Regression for Multi-channel Speech Enhancement based on Tensor-Train Network


Feb 03, 2020
Jun Qi, Hu Hu, Yannan Wang, Chao-Han Huck Yang, Sabato Marco Siniscalchi, Chin-Hui Lee

* IEEE ICASSP 2020 
* Accepted to ICASSP 2020. Update reproducible code 

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Evolving Neural Networks through a Reverse Encoding Tree


Feb 03, 2020
Haoling Zhang, Chao-Han Huck Yang, Hector Zenil, Narsis A. Kiani, Yue Shen, Jesper N. Tegner

* Submitted to IEEE WCCI-CEC 2020. Under review 

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Submodular Rank Aggregation on Score-based Permutations for Distributed Automatic Speech Recognition


Jan 27, 2020
Jun Qi, Chao-Han Huck Yang, Javier Tejedor

* IEEE ICASSP 2020 
* Accepted to ICASSP 2020. Please download the pdf to view Figure 1. arXiv admin note: substantial text overlap with arXiv:1707.01166 

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Interpretable Self-Attention Temporal Reasoning for Driving Behavior Understanding


Nov 06, 2019
Yi-Chieh Liu, Yung-An Hsieh, Min-Hung Chen, Chao-Han Huck Yang, Jesper Tegner, Yi-Chang James Tsai

* Submitted to IEEE ICASSP 2020; Pytorch code will be released soon 

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Variational Quantum Circuits for Deep Reinforcement Learning


Aug 17, 2019
Samuel Yen-Chi Chen, Chao-Han Huck Yang, Jun Qi, Pin-Yu Chen, Xiaoli Ma, Hsi-Sheng Goan


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Reinforcement Learning based Interconnection Routing for Adaptive Traffic Optimization


Aug 13, 2019
Sheng-Chun Kao, Chao-Han Huck Yang, Pin-Yu Chen, Xiaoli Ma, Tushar Krishna


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When Causal Intervention Meets Image Masking and Adversarial Perturbation for Deep Neural Networks


Feb 13, 2019
Chao-Han Huck Yang, Yi-Chieh Liu, Pin-Yu Chen, Xiaoli Ma, Yi-Chang James Tsai

* Submitted to IEEE International Conference on Image Processing (ICIP) 2019, Pytorch code will be released in Jun, 2019 

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Synthesizing New Retinal Symptom Images by Multiple Generative Models


Feb 11, 2019
Yi-Chieh Liu, Hao-Hsiang Yang, Chao-Han Huck Yang, Jia-Hong Huang, Meng Tian, Hiromasa Morikawa, Yi-Chang James Tsai, Jesper Tegner

* AI for Retinal Image Analysis Workshop ACCV 2018 

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