General Lab Information

Huan-Hsin Tseng

Research Staff 3 Computational, Comput. Sci. Mach. Learning, Computational Science Initiative

Huan-Hsin Tseng

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, and Gravitational Gauge Theory.

Expertise | Research | Education | Appointments | Publications

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
  • Gauge Theory
  • Mathematical Physics

Research Activities

  • Spin Representation Networks
  • 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

  • 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

- Committee, IEEE IJCNN Special Session: Quantum Machine Learning Algorithms and Applications on NISQ Devices 
- Referee of Neural Information Processing Systems (NIPS)
- Referee of the International Conference on Machine Learning (ICML)
- 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 (2023) Interpretations of Domain Adaptations via Layer Variational Analysis
  • Lin H-Y, Tseng H-H, Lu X, Tsao Y (2021) Unsupervised Noise Adaptive Speech Enhancement by Discriminator-Constrained Optimal Transport
  • Tseng H-H (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
Huan-Hsin Tseng

Brookhaven National Laboratory

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

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