Research Interests

• High Dimensional Statistics
• Spectral Methods
• Operator Learning
• Machine Learning for Science
• Nonparametric Statistics
• Bandits
• Unsupervised Learning

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Recent works

My current research centers on Operator Learning for Statistical Inference and forecasting of stochastic Dynamical Systems, emphasizing forecasting, uncertainty quantification, and interpretability.

• 📘 Koopman Operator Regression for Dynamical Systems

• 📘 Learning the Infinitesimal Generator (IG) of Continuous-Time Markov Processes

• 📘 Neural Conditional Probability Operator for Uncertainty Quantification