Huan-Hsin Tseng
Research Staff 3 Computational, Comput. Sci. Mach. Learning, Computational Science Initiative

Brookhaven National Laboratory
Computational Science Initiative
Bldg. 725, Room 7605
P.O. Box 5000
Upton, NY 11973-5000
Enchanté, je suis Huan-Hsin Tseng. My interests mainly lie in theoretical physics, mathematics, and their intersections. Recent focus is Quantum Machine Learning, Quantum Algorithms, and Deep Learning (AI/ML).
My background is in High Energy Physics, particularly General Relativity, Spacetime geometry, Quantum Fields in Curved Spacetime, and Gravitational Gauge Theory.
Expertise | Research | Education | Appointments | Publications | Highlights
Expertise
- Quantum Machine Learning
- Quantum Information / Quantum Computing
- Deep Learning / Deep Speech Analysis / Signal Processing / Machine Learning
- General Relativity
- Extra-Dimension Theory, Cosmology, Dark Energy (not Dark Energon), Alternative Gravity
- Gravity Gauge Theory
- Mathematical Physics
Research Activities
- Spin Representation Networks
- Quantum Model Interpretability / Explanability, Quantum Transfer Learning
- Quantum-Centric Supercomputing
- Classical Information Processing Quantum-Classical Workflows (IBM Material Sciences Quantum Working Group Co-lead)
- Quantum-classical ML correspondence
- Domain Adaptations / Transfer Learning Theory
- Speech Enhancement / Denoising
Education
- B.S. Mathematics, National Tsing-Hua University, 2005
- M.S. Physics, National Tsing-Hua University, 2007
- Ph.D. Physics, National Tsing-Hua University, 2015
Professional Appointments
- 2024 - present, Research Associate Professor, Stony Brook University
- 2023 - present, Research Scientist, Brookhaven National Laboratory
- 2019 - 2022, Senior Postdoctoral Fellow, Academia Sinica, Taiwan
- 2016 - 2019, Postdoctoral Fellow, University of Michigan Ann Arbor
Professional Service
- Organizing Committee, Workshop: Quantum Machine Learning in Signal Processing and Artificial Intelligence, IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2025)
- Organizing Committee, Special Session: Quantum Techniques for Signal Processing and ML, IEEE Workshop on Signal Processing Systems (SiPS 2024)
- Organizing Committee, Workshop: Quantum Computing and Reinforcement Learning, IEEE International Conference on Quantum Computing and Engineering (QCE 2024)
- Organizing Committee, Special Session: Quantum Machine Learning Algorithms and Applications, IEEE International Conference on Machine Learning and Applications (ICMLA 2024)
- Organizing Committee, Special Session: Quantum Machine Learning Algorithms and Applications on NISQ Devices, IEEE IJCNN Special Session
- Referee of IEEE Transactions on Quantum Engineering
- Referee of Neural Information Processing Systems (NIPS)
- Referee of the International Conference on Machine Learning (ICML)
- Referee of the International Conference on Learning Representations (ICLR)
- Referee of IEEE Signal Processing Letters
- Referee of IEEE Transactions on Audio, Speech and Language Processing
- Referee of IEEE Transactions on Radiation and Plasma Medical Sciences
- Referee of Medical Physics
- Referee of Advances in High Energy Physics
Selected Publications
- Tseng H-H, Lin H-Y, Hung K-H, Tsao Y (ICLR 2023) Interpretations of Domain Adaptations via Layer Variational Analysis
- Lin H-Y, Tseng H-H, Lu X, Tsao Y (NIPS 2021) Unsupervised Noise Adaptive Speech Enhancement by Discriminator-Constrained Optimal Transport
- Tseng H-H (Ph.D Thesis, 2018) Gravitational Theories with Torsion
- Geng CQ, Luo LW, Tseng HH (2014) Teleparallel gravity in five-dimensional theories. Classical and Quantum Gravity 31:185004. https://doi.org/10.1088/0264-9381/31/18/185004
- Geng C-Q, Lai C, Luo L-W, Tseng H-H (2014) Kaluza–Klein theory for teleparallel gravity. Physics Letters B 737:248–250. https://doi.org/10.1016/j.physletb.2014.08.055
Research Highlights
- PI, Quantum-Centric Supercomputing project, BNL Laboratory Directed Research and Development (LDRD), FY 2024 - FY 2027

Brookhaven National Laboratory
Computational Science Initiative
Bldg. 725, Room 7605
P.O. Box 5000
Upton, NY 11973-5000