Publications

Journal Article

Lee, H. Y., Chung, P. H., Wu, Y. C., Lin, T. H., & Wen, T. H. (2018). Interactive Spoken Content Retrieval by Deep Reinforcement Learning. IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP), 26(12), 2447-2459. [paper]

Conference Paper

  1. Y.-C. Wu, B.-H. Tseng, M. Gasic, "Actor-Double-Critic: Incorporating Model-Based Critic for Task-Oriented Dialogue Systems", Proceedings of the 2020 EMNLP,

  2. Y.-C. Wu, B.-H. Tseng, C.E. Rasmussen, "Improving sample-efficiency in reinforcement learning for dialogue systems by using trainable-action-mask", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), May 2020 [paper]

  3. Y.-C. Wu, Tzu-Hsiang Lin, Yang-De Chen, Hung-Yi Lee, Lin-Shan Lee, "Interactive Spoken Content Retrieval by Deep Reinforcement Learning," The Annual Conference of the International Speech Communication Association (Interspeech), 2016 [paper] [slide]

  4. Y.-C. Wu, K.-H.Huang, K.-W.Liang, S.-H.Sun, M.-J.Yang, P.-W.Hsiao,G.-L.Chao, T.-F.Pan, Y.-C.Chiu, W.-C.Tu and S.-Y.Chien, "Image Restoration/Superresolution for Single Particle Analysis," IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), May 2014 [paper] [IEEE Signal Processing Magazine] [NTU press]

  5. K.-W. Liang, Y.-C.Wu, Y.-A.Huang, J.-H.Chen, and Y.-C. F. Wang, "MR Image Enhancement via Adaptive Guided Filtering," IEEE Engineering in Medicine and Biology Society (EMBC), August 2014 [poster]

Workshops

  1. Deep Reinforcement Learning Workshop, NeurIPS 2018, Montreal [website][paper]

  2. 3rd Conversational AI Workshop, NeurIPS 2019, Vancouver [website][paper]

Thesis

  1. Yen-Chen Wu, “Interactive Spoken Content Retrieval with Deep Reinforcement Learning”, Master Thesis, National Taiwan University 2016

Talks

  1. "Reinforcement Learning in Dialogue Systems", Alan Turing Institute, London, March 2019

  2. "Towards sample efficient reinforcement learning agent for dialogue systems", Toshiba Research Cambridge, Jan 2019

  3. "Machine Learning in Dialogue System", Synopsys Taiwan [slide] 11/2017

  4. “On AlphaGo”, National Taiwan University GICE Seminar [slide] [blog] 03/2016

  5. “Neural Network and Image Generation”, National Taiwan University GICE Seminar [slide] 10/2015

  6. "Introduction to Deep Reinforcement Learning", National Taiwan University MLDS course [slide] 12/2015