| Jul 16, 2026 | Preprint released: Sharp Stability Threshold and Certification for Designing Stable Residual Architectures. |
| Jun 24, 2026 | PROFET, our gradient-flow-based generative framework for continuous single-cell trajectory inference, was accepted at Cell Systems. |
| May 12, 2026 | Preprint released: ISOMORPH: A Supply Chain Digital Twin for Simulation, Dataset Generation, and Forecasting Benchmarks — with an interactive demonstration platform. |
| Apr 15, 2026 | Received the Distinguished Thesis Award from the Department of Mathematics and Statistics, University of Massachusetts Amherst. |
| Mar 15, 2026 | Delivered an invited talk on robust Mamba-based time-series forecasting via decomposed Lipschitz regularization at the SIAM Conference on Uncertainty Quantification (UQ26) in Minneapolis, MN. |
| Feb 15, 2026 | Completed my Ph.D. in Applied Mathematics at UMass Amherst with the dissertation Robust Generative Modeling with Wasserstein Proximal Regularization. |
| Nov 08, 2025 | Gave an invited talk on generative particle flows with force-matching for reconstructing nonlinear cellular dynamics at the SIAM NNP Sectional Annual Meeting, University Park, PA. |
| Oct 01, 2025 | Started as a Postdoctoral Researcher at UMass Amherst under Markos Katsoulakis, contributing to DARPA’s The Right Space (TRAGOS) program on mathematically grounded ML architectures and supply-chain digital twins. |
| Jul 14, 2025 | Presented a poster on data-driven force-matching and generative particle flows for reconstructing nonlinear cellular dynamics from sparse scRNA-seq time series at the IPAM workshop on Sampling, Inference, and Data-Driven Physical Modeling in Scientific Machine Learning, Los Angeles, CA. |
| Jan 08, 2025 | Received an AMS Graduate Student Travel Grant and delivered an invited talk on combining Wasserstein-1/Wasserstein-2 proximals at Joint Mathematics Meetings (JMM 2025), Seattle, WA. |
| Oct 24, 2024 | Gave an invited talk and presented a poster on Wasserstein-proximal-regularized generative models at SIAM Mathematics of Data Science (MDS24) in Atlanta, GA. |
| Jun 11, 2024 | Paper for Wasserstein-1/Wasserstein-2 generative flow was released at Arxiv. |
| Jun 11, 2024 | Paper for Lipschitz regularized generative particles algorithm was published at SIAM Data Science. |
| May 09, 2023 | Presented a poster at Optimal Transport in Data Science – ICERM, Brown university. |
| Apr 12, 2023 | Passed oral exam. |
| Sep 05, 2022 | Initiated a role as a TWIGS coordinator. |
| Jan 12, 2022 | Initiated a role as a research assistant, advised by Markos Katsoulakis. |