Hello! I'm Luong

AI researcher exploring multimodal learning and scalable models.

I am an AI Research Resident at the FPT Software AI Center, working on multimodal systems and mixture-of-experts architectures. I earned my Bachelor's in Data Science and Artificial Intelligence (Advanced Program) at the Hanoi University of Science and Technology (HUST), graduating in 2024 with a GPA of 3.75/4.0.

I am especially excited about research that bridges robust representation learning with practical deployment: scaling CLIP-style models efficiently, designing aligned vision-language systems, and building trustworthy multimodal agents.

Publications

• CLIP-FMoE: Scalable CLIP via Fused Mixture-of-Experts with Enforced Specialization
  Luong Tran, Lan-Cuong Nguyen, Huynh Dang Nguyen, Dat Nguyen Cong, Dung D. Le, Van Nguyen - International Conference on Learning Representations (ICLR) 2026
  OpenReview
• More Reliable Pseudo-labels, Better Performance: A Generalized Approach to Single Positive Multi-label Learning
  Luong Tran, Thieu Vo, Anh Nguyen, Sang Dinh Viet, Van Nguyen - IEEE/CVF International Conference on Computer Vision (ICCV) 2025
  Paper
• Improving Single Positive Multi-label Classification via Knowledge-based Label-weighted Large Loss Rejection
  Duc Nguyen Quang*, Luong Tran*, Duc Le Hong, Hoan Nguyen Huy, Sang Dinh Viet - SoICT 2023
  Paper

Preprints

• Precise Video-to-Audio Generation with Cross-Modal Alignment in Latent Space
  Thanh V. T. Tran, Ngoc-Son Nguyen, Luong Tran, Long-Khanh Pham, Paarth Neekhara, Shehzeen Samarah Hussain, Van Nguyen - Under review at CVPR 2026
• LIBMoE: A Library for Comprehensive Benchmarking of Mixture of Experts in Large Language Models
  Nam V. Nguyen, Thong T. Doan, Luong Tran, Van Nguyen, Quang Pham - Under review at TMLR
  arXiv

Awards & Honors

• Best Presentation Award
  Hanoi University of Science and Technology - July 2024

  Recognized for thesis presentation in the 2024.2 Computer Vision Council graduation.

• Track Winner - Cloud Application for Community
  JunctionX Hanoi 2023

  Co-created EcoFrenzy, a social app encouraging greener daily actions.