Research
Research
Currently, I am a part of a group of researchers in the Machine Intelligence Research Lab (MIRL), hosted in the Department of Mathematics at USC. We address foundational and real-world challenges using machine learning and artificial intelligence.
Neural Local Wasserstein Regression. Inga Girshfeld, Xiaohui Chen. Topology, Algebra, and Geometry in Data Science (TAG-DS), 2025.
Uncovering Hazards Using a Multi-Objective Optimization to Explore Faulty State Space. Inga Girshfeld, Daniel Hulse, Lukman Irshad. AIAA SCITECH Forum, 2023.
High-Order Wave Tracking Strategy for Solving High-Frequency Scattering Problems. Inga Girshfeld. California State University, Northridge Masters Thesis, 2021.
Joint Mathematics Meetings (JMM 2026), Speaker, AMS Contributed Paper Session on Statistics, Washington, DC, January 5, 2026.
Topology, Algebra, and Geometry in Data Science (TAG-DS 2025), Poster Presentation, University of California, San Diego, December 1, 2025. Poster.
Graduate Colloquium, Speaker, University of Southern California, November 25, 2025. Presentation Slides.
Stem Bytes Seminar, Speaker, USC WiSE, July 28, 2025.
Summer School in Optimal Transport and its Applications, Participant, UC Santa Barbara, July 21-25, 2025.
SLMath Workshop on Statistical Optimal Transport, Participant, Simons Laufer Mathematical Sciences Institute, June 13-20, 2025.
AWM Research Symposium, Poster Presentation, University of Wisconsin-Madison, May 17, 2025.
Graduate Colloquium, Speaker, University of Southern California, April 15, 2025. Presentation Slides.
WiMSoCal 2025, Speaker, Cal State Fullerton, Symposium for Women and Gender Minorities in Mathematics in Southern California, February 9, 2025. Presentation Slides.
Statistics Reading Group, Talk, University of Southern California & Cornell, October 7, 2024.
Nominated for Excellence in Research Award, USC Mathematics Department, October 2025.
NSF DMS Travel Support, National Science Foundation, Funding awarded for participation in the AWM Research Symposium, May 2025.
CSU-UCLA Math Summer Bridge Program Stipend, 2020.
Scholarship, Interdisciplinary Research Institute for the Sciences (IRIS), 2019 - 2020.
Mini-Med Scholarship, 2019-2020.