Academic Profile
CV
Applied ML Scientist at OpenTable working on Concierge agent experiences.
Experience
2026-presentApplied ML Scientist, OpenTable
Working on Concierge agent experiences for dining discovery and assistance.
2025-2026Visiting Researcher, ServiceNow Research
Worked on LLM and foundation models for context-aware forecasting.
2021-2025PhD Researcher, McGill University
Developed probabilistic time-series methods for calibrated uncertainty estimation, including temporal autocorrelation, multivariate cross-covariance, and spatiotemporal error-correlation models.
2021Mitacs Accelerate Intern, ExPretio Technologies
Built adaptive multi-horizon models for uncertainty-aware demand modeling.
Education
2021-2025PhD, McGill University
Research on uncertainty, correlated errors, multivariate modeling, and proper scoring rules. Supervised by Prof. Lijun Sun.
2017-2020MSc, Central South University
Transportation Engineering.
2013-2017BEng, Central South University
Transportation Engineering.
Awards
- Mitacs Accelerate, ServiceNow Research, C$32,000, 2025
- FRQNT B2X Scholarship, Fonds de recherche du Quebec, C$77,000, 2022
- McGill Engineering Doctoral Award, C$111,000, 2021
- National Scholarship for Graduate Students, China, 2018
Teaching
- TA, CIVE 440 Traffic Engineering and Simulation, Fall 2024, McGill University
- TA, CIVE 542 Transportation Network Analysis, Winter 2024, McGill University
- TA, CIVE 440 Traffic Engineering and Simulation, Fall 2023, McGill University
- TA, CIVE 542 Transportation Network Analysis, Winter 2023, McGill University
- TA, CIVE 319 Transportation Engineering, Winter 2022, McGill University