LabCompass

Senwei Liang

Computer Science · Purdue University West Lafayette

OpenAlex ORCID
Early career · publishing since 2018Rising activity
Advanced Neural Network ApplicationsModel Reduction and Neural NetworksDomain Adaptation and Few-Shot LearningNeural Networks and ApplicationsNumerical methods for differential equations

Publications

53

Citations

427

Est. group size

~5

Recurring co-author estimate

Active years

9

Publishing since 2018

Research summary
AI-generated

Senwei Liang works at the intersection of machine learning and scientific computing, developing methods that use neural networks and symbolic learning to solve complex mathematical problems such as differential equations, quantum many-body systems, and epidemiological models. Their work also touches on quantum computing measurement techniques and applications of neural networks in medical image analysis. This research is aimed at building more efficient computational tools that combine data-driven learning with physics- and math-based models.

Machine learning for differential equations and physics simulationsSymbolic/expression-based learning methods (finite expression method)Neural network techniques for many-body quantum systemsVariational quantum algorithms and measurement optimizationApplications of neural networks in medical imaging and continual learning

Publication output has grown steadily over the past decade, rising from occasional papers before 2020 to a sustained pace of about 7-12 papers per year since 2021.

Generated by claude-sonnet-5 from public bibliographic data · Jul 20, 2026

Publication cadence
Publications per year over the last 10 years — averaging 7.6/year recently
172018: 1 publication182019: 2 publications192020: 5 publications202021: 7 publications212022: 7 publications222023: 7 publications232024: 12 publications12242025: 10 publications252026: 2 publications26
Recent publications
Publishes in
  • arXiv (Cornell University)×23
  • Journal of Computational Physics×3
  • Lecture notes in computer science×3
  • Machine Learning Science and Technology×2
  • Proceedings of the AAAI Conference on Artificial Intelligence×2
Similar researchers
By research-topic overlap
  • Zijian He

    Computer Science · Purdue University West Lafayette

  • Peter Jin

    Computer Science · Purdue University West Lafayette

  • Jianyang Gu

    Computer Science · The Ohio State University

  • Xiangyu Zhang

    Computer Science · Purdue University West Lafayette

  • Jonghoon Jin

    Computer Science · Purdue University West Lafayette

This profile was generated automatically from public scholarly data (OpenAlex). Group size and activity levels are estimates derived from co-authorship patterns.

Last updated Jul 20, 2026.

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