The Project 8 experiment aims to measure the mass of the neutrino, a subatomic particle with extremely low mass, through the analysis of the beta decay of tritium atoms. The experiment uses a novel technique called cyclotron radiation emission spectroscopy (CRES) to measure the energy spectrum of electrons emitted in the radioactive decay of tritium. By measuring the energy distribution of the emitted electrons, Project 8 aims to determine the absolute mass of neutrinos with unprecedented precision.
Within the Project 8 Collaboration, I am working in a few different projects. As part of the machine learning team, we implemented deep convolutional neural network autoencoder (U-Net based) to segment highly class-imbalanced spectrogram images, improving efficiency over traditional methods by more than 20%. I have pioneered a novel use of natural language processing (NLP) techniques to identify complex patterns within noisy signals, enabling signal detection in extremely low power situation. Currently, I am exploring the use of physics-informed generative AI in reproducing complicated electromagnetic signals from particle interactions. I am also working with various simulation projects, including resonant cavity mode filtering and manipulation, sensitivity analysis, etc.
Check out recent publications in the following section. Past work In the summer of 2024, I interned at Roche Diabetes Care Inc. in the Mathematics, Algorithms & Data Sciences Department, focusing on algorithms and advanced analytics. My responsibilities included:

• Using real-world data to develop virtual patient models
• Developing models for use in diabetes management tools for patients
• Assessment of novel techniques to reduce external dependencies
• Actively engaging with the project team to discuss the project goals, tasks and set priorities
• Performing independent data analysis and model building based on team priorities
• Reporting on findings to the project team, department and R&D

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I worked with the Gravitational Wave International Committee (GWIC) and Community of Physics in the past.