Projects
Selected work
Applied research and systems across time-series modeling, agents, and the engineering that makes them run.
Time-Series Semantic Intelligence Agent
An agent that reasons over live industrial time-series streams — detecting anomalies, searching semantically, and investigating root cause as data arrives.
Agentic AI · Streaming2025Data Evaluation Framework for Time-Series Foundation Models
Selecting the pretraining data that actually matters for forecasting foundation models — influential, diverse samples over sheer volume.
Time-Series · Evaluation2026Targeted Synthetic Data Generation
Closing specific gaps in a pretraining corpus with synthetic time series aimed at where the model is weakest — not bulk augmentation.
Synthetic Data · Time-Series2026Spatio-Temporal CO₂ Flux Estimation from Remote Sensing
Estimating high-resolution CO₂ emission flux from sparse satellite and ground-level proxies, using deep spatio-temporal models.
Climate · Remote Sensing2024Uncertainty Modelling for Open Domain Generalization
M.Tech thesis: modeling predictive uncertainty when a model must generalize to domains — and label spaces — it has never seen.
Research · Thesis2024