Jaime Hieu Do

Research Scientist · Preferred.AI, SMU

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Jaime Hieu Do

About

Xin chào (Hello)! I am currently a Research Scientist at Singapore Management University (Preferred.AI) where I work on behavioral understanding for portfolio management. I completed my Ph.D. at SMU School of Computing and Information Systems, where I was advised by Prof. Hady W. Lauw. Prior to that, I obtained my B.Sc. in Computer Science from Vietnam National University, Hanoi, under the supervision of Dr. Mai-Vu Tran and Dr. Duc-Trong Le. My research primarily revolves around the formulation and solution of dynamic real-world problems.

Research Interests

Recommendation Systems
Cross-Domain Recommendations
Multi-Task Learning
Continual Learning
Mixture of Experts
User Behavior Understanding
Behavioral Analysis for Portfolio Management

Selected Publications

Compositions of Variant Experts for Integrating Short-Term and Long-Term Preferences

Dec 2025
Jaime Hieu Do, Trung-Hoang Le, and Hady W. Lauw
ACM Transactions on Recommender Systems (TORS), Volume 4, Issue 3

Dual-Target Disjointed Cross-Domain Recommendation Mediated via Latent User Preferences

June 2025
Jaime Hieu Do and Hady W. Lauw
ACM SIGKDD Explorations Newsletter, Volume 27, Issue 1

Continual Collaborative Filtering Through Gradient Alignment

Sep 2023
Jaime Hieu Do and Hady W. Lauw
Proceedings of the 17th ACM Conference on Recommender Systems (RecSys'23)

Teaching

  • Machine Learning - CS712

    Teaching Assistant

    Designed a group project (image sequencing - returning the order of given sets of images), crawled data, and implemented a baseline. Answered student questions and consulted on project implementation.
  • Recommender Systems - CS608

    Teaching Assistant

    Consulted on all aspects of hands-on experiments, project implementation, and the final project.

Academic Service

Personal Blogs

Create, explore, expand, conquer: the same loop in research and out on the trails.

My 5-year Reflections on a PhD Journey of Gratitude

My 5-year Reflections on a PhD Journey of Gratitude

Reflecting on the completion of my 5-year PhD journey, I realize this milestone would have been neither possible nor fulfilling without the incredible support I’m honoring in this post.

Defense
Milestone
Reflections
Complete the incompleted Round the Island (RTI) Cycling

Complete the incompleted Round the Island (RTI) Cycling

We finished last year's unfinished RTI

Travel
Cycling
Round the Island (RTI) Cycling

Round the Island (RTI) Cycling

We cycled Round Singapore Island

Travel
Cycling
St. John's Island

St. John's Island

Our trip to St. John's Island, with Hoang and Quang

Travel
Hiking
Graduation Ceremony

Graduation Ceremony

My Graduation Ceremony in 2020.

Graduation
Ceremony
Event
Milestone