Applied AI and Research

Projects

Compact summaries of current applied AI work and selected research systems.

Current work

OpenTable Concierge Agent

Applied ML for concierge-style dining assistance, connecting user intent, context, ranking, and reliable product actions.

Transportation Science 2025

Dynamic Regression

Structured spatiotemporal prediction with dynamic error-correlation modeling.

NeurIPS 2024

Correlated Errors

Scalable multivariate uncertainty modeling with structured cross-covariance.

AISTATS 2024

Better Batch

Temporal generalized least squares for uncertainty-aware sequence modeling.