Generative AI for Music and Audio PhD Defense, Department of Computer Science and Engineering, UC San Diego La Jolla, CA, USA, May 15, 2024 slides
Guest Lectures
AI音樂與聲音生成 (AI Music and Audio Generation) Guest Lecture, Music Class, Taipei Digital Experimental High School Online, May 21, 2024 slides
生成式AI數據庫來源的隱憂 (Concerns of Data Sources for Generative AI) Guest Lecture, Topic Exploration, Taipei Digital Experimental High School Online, April 29, 2024 slides
Tutorial Talk
Generating Music with GANs: An Overview and Case Studies Hao-Wen Dong and Yi-Hsuan Yang Tutorials of the 20th International Society for Music Information Retrieval Conference (ISMIR) Delft, The Netherlands, November 4, 2019 slides
Invited Talks
Augmenting Human Creativity with Generative AI ECE Seminar, Department of Electrical and Computer Engineering, University of Rochester Rochester, NY, March 5, 2025 slides
Generative AI for Music: Challenges & Opportunities AAAI Workshop on AI for Music Philadelphia, PA, March 3, 2025 slides
Human-Centered Generative AI for Content Creation: Generating Music and Audio with Machine Learning CMSE Colloquium, Department of Computational Mathematics, Science and Engineering, Michigan State University East Lansing, MI, January 14, 2025 slides
Generative AI for Music and Audio CS Colloquium, Department of Computer Science, University of Missouri–St. Louis Online, March 7, 2024 slides
Learning Text-to-Audio Synthesis from Videos Rising Stars in AI Symposium, AI Initiative, King Abdullah University of Science and Technology (KAUST) Thuwal, Saudi Arabia, February 20, 2024 slides
Generative AI for Music and Audio CS Seminar, Department of Computer Science, Northwestern University Evanston, IL, USA, November 15, 2023 slides
Generative AI for Music and Audio Rising Stars in Data Science Workshop, Data Science Institute, University of Chicago Chicago, IL, USA, November 14, 2023 slides
Generative AI for Music and Audio DSP Seminar, Center for Computer Research in Music and Acoustics (CCRMA), Stanford University Palo Alto, CA, USA, November 10, 2023 slides
Learning Sound Separation and Synthesis from Videos using Pretrained Language-vision Models Seminar, Mitsubishi Electric Research Laboratories (MERL) Cambridge, MA, USA, October 30, 2023 slides
Generative AI for Music and Audio Seminar, Institute of Information Science, Academia Sinica Taipei, Taiwan, September 18, 2023 slides
Generative AI for Music and Audio Seminar, Department of Computer Science and Information Engineering, National Taiwan University Taipei, Taiwan, September 15, 2023 slides
Generative AI for Music and Audio Seminar, Graduate Institute of Communication Engineering, National Taiwan University Taipei, Taiwan, September 11, 2023 slides
Generating Multitrack Music using Deep Learning Seminar, AI Research Center, AI Research Center, National Institute of Advanced Industrial Science and Technology (AIST) Online, September 12, 2022 slides
MusPy: Symbolic Music Processing in Python Music + AI Reading Group, Mila and Vector Institute Online, April 8, 2022 slides
Towards Automatic Instrumentation by Learning to Separate Parts in Symbolic Multitrack Music J. Yang Scholars Symposium, UC San Diego Online, September 25, 2021 slides
MuseGAN: Multi-track Sequential Generative Adversarial Networks for Symbolic Music Generation and Accompaniment —
Music AI Day, Academia Sinica Taipei, Taiwan, January 3, 2019 slides
The 28th Generative Music Informatics Workshop Hiroshima, Japan, August 20, 2018 slides
The 5th Taiwanese Music and Audio Computing Workshop Taipei, Taiwan, May 24, 2018 slides
AAAI Seminar, Program Office of AI Research, Taiwan Ministry of Science and Technology Hsinchu, Taiwan, March 24, 2018 slides
Conference Talks
CLIPSonic: Text-to-Audio Synthesis with Unlabeled Videos and Pretrained Language-Vision Models IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA) New Paltz, NY, USA, October 22, 2023 slides
CLIPSynth: Learning Text-to-audio Synthesis from Videos using CLIP and Diffusion Models CVPR Workshop on Sight and Sound Vancouver, Canada, June 19, 2023 slides
Multitrack Music Transformer IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) Rhodes, Greece, June 4, 2023 slides
CLIPSep: Learning Text-queried Sound Separation with Noisy Unlabeled Videos International Conference on Learning Representations (ICLR) Kigali, Rwanda, May 1, 2023 slides
Deep Performer: Score-to-Audio Music Performance Synthesis IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) Online, May 7, 2022 slides
Towards Automatic Instrumentation by Learning to Separate Parts in Symbolic Multitrack Music International Society for Music Information Retrieval Conference (ISMIR) Online, November 10, 2021 slides
MusPy: A Toolkit for Symbolic Music Generation International Society for Music Information Retrieval Conference (ISMIR) Online, October 12, 2020 slides
Convolutional Generative Adversarial Networks with Binary Neurons for Polyphonic Music Generation International Society for Music Information Retrieval Conference (ISMIR) Paris, France, September 24, 2018 slides
MuseGAN: Multi-track Sequential Generative Adversarial Networks for Symbolic Music Generation and Accompaniment AAAI Conference on Artificial Intelligence (AAAI) New Orleans, LA, USA, February 5, 2018 slides
Miscellaneous Talks
Generating Multitrack Music using Deep Learning Group Seminar, Sony Group Online, July 1, 2022 slides
Convexity & Gradient Descent Discussion for Principles of Machine Learning: Learning Algorithms (CSE 251A), UC San Diego Online, February 4, 2022 video slides slides
Empowering Music Creation with Machine Learning Thesis Proposal, UC San Diego Online, December 9, 2021 video slides
Empower Music Creation with AI Group Seminar, Dolby Labs Online, August 19, 2021 slides
Towards Automatic Instrumentation by Learning to Separate Parts in Multitrack Music Research Exam, UC San Diego Online, June 8, 2021 video
On Unifying Deep Generative Models Seminar on Deep Generative Models (CSE 290), UC San Diego La Jolla, CA, USA, February 20, 2020 slides
Training Generative Adversarial Networks with Binary Neurons by End-to-end Backpropagation Weekly Seminar, Music and AI Lab, Academia Sinica Taipei, Taiwan, October 17, 2018 slides
What is Critical in GAN Training? Weekly Seminar, Music and AI Lab, Academia Sinica Taipei, Taiwan, May 15, 2018 slides
Recent Progress on Utilizing Tag Information with GANs Weekly Seminar, Music and AI Lab, Academia Sinica Taipei, Taiwan, December 26, 2017 slides
On Unifying Deep Generative Models Weekly Seminar, Music and AI Lab, Academia Sinica Taipei, Taiwan, August 15, 2017 slides
An Energy-Aware Trust Derivation Scheme With Game Theoretic Approach in Wireless Sensor Networks for IoT Applications Weekly Seminar, Wireless Mobile Network Lab, National Taiwan University Taipei, Taiwan, November 10, 2016 slides
Game Theory for Networks – Learning Algorithms Weekly Seminar, Wireless Mobile Network Lab, National Taiwan University Taipei, Taiwan, May 2, 2016 slides
Posters
Learning Text-queried Sound Separation and Synthesis using Unlabeled Videos and Pretrained Language-Vision Models Hao-Wen Dong Rising Stars in Data Science Workshop, Data Science Institute, University of Chicago Chicago, IL, USA, November 14, 2023 slides
Learning Text-queried Sound Separation and Synthesis using Unlabeled Videos and Pretrained Language-Vision Models Hao-Wen Dong Speech and Audio in the Northeast (SANE) Brooklyn, NY, USA, October 26, 2023 slides
Empowering Music Creation with Machine Learning Hao-Wen Dong ICASSP Rising Stars in Signal Processing Workshop Rhodes, Greece, June 9, 2023 slides
Lead sheet and Multi-track Piano-roll generation using MuseGAN
Hao-Min Liu, Hao-Wen Dong, Wen-Yi Hsiao, and Yi-Hsuan Yang GPU Technology Conference Taiwan (GTC Taiwan) Taipei, Taiwan, May 30, 2018 slides