Do, G.*, Le, H., Tran, T. (2026). Eigenvectors of Experts are Training-free Non-collapsing Routers. ICML 2026 (Spotlight).
Do, G.*, Le, H., Tran, T. (2026). Rethinking Sparse Mixture of Experts from a Unified Perspective. ICML 2026.
Do, G.*, Le, H., Tran, T. (2026). Do Domain-specific Experts Exist in MoE-based LLMs?ACL 2026 (Findings).
Do, G.*, Le, H., Tran, T. (2025). SimSMoE: Toward Efficient Training of Mixture of Experts via Solving Representational Collapse. NAACL 2025 (Findings).
Do, G.*, Pham, K., Le, H., Tran, T. (2025). On the Role of Discrete Representation in Sparse Mixture of Experts. Transactions on Machine Learning Research (TMLR).
Do, G.*, Le, K., Nguyen, T., Pham, Q., Nguyen, B. T., Doan, T.-N., Liu, C., Ramasamy, S., Li, X., Hoi, S. (2023). HyperRouter: Towards Efficient Training and Inference of Sparse Mixture of Experts. EMNLP 2023 (Main Conference).
Preprints & Under Review
Do, G.*, Nguyen, T. M., Le, H., Tran, T. (2026). Measuring and Improving Robustness of Large Reasoning Models under Task Interruption. Under review.
Do, G.*, Le, H., Tran, T. (2026). Think in Episodes: Controlling Reasoning in Language Models via Episodic Inference. Under review.
Pham, Q., Do, G., Nguyen, H., Nguyen, T., Liu, C., Sartipi, M., Nguyen, B. T., Ramasamy, S., Li, X., Hoi, S., Ho, N. (2024). CompeteSMoE: Effective Training of Sparse Mixture of Experts via Competition. Under review,
Honors & Awards
Spotlight Paper, ICML 2026 — Eigenvectors of Experts are Training-free Non-collapsing Routers.
UTC Outstanding Graduate Student Award, 2023–2024.
Best Master's Thesis Award, VNU University of Science, Dec 2022.
Best Employee Award, Panasonic R&D Vietnam, Jul 2022.
Best Project Award, Panasonic R&D Vietnam, Dec 2021.
Best Bachelor Thesis Award, HUST, Jun 2021.
Vingroup Science and Technology Scholarship, 2021–2022.
Research Projects
3D Infant Modelling and Video Tracking. Applied AI Institute (A²I²), Deakin University. 2024–present
Knowledge-graph–based Evaluation for Radiology Report Generation. Applied AI Institute (A²I²), Deakin University. 2024–present
Benchmarking Deep Learning Models for Camera–LiDAR Data Fusion. Supervised by Dr. Mina Sartipi; Center for Urban Informatics and Progress, University of Tennessee at Chattanooga. 2023–2024
Digital Twin for Buildings: 3D Object Detection and Semantic 3D Mapping. Panasonic R&D Center Vietnam. 2021–2022
Identifying Constructive Comments in English & Vietnamese. Supervised by Dr. Tuan-Anh Hoang; VNU University of Science. 2021
