1. Concept Heterogeneity-aware Representation Steering

   L. Abdullaev*, N. Wong*, R. Lee*, Sh. Jiang, K. Nguyen, T. Nguyen

   Preprint2026

2. Modeling Expert Interactions in Sparse Mixture of Experts via Graph Structures

   M. Nguyen-Nhat*, R. Teo*, L. Abdullaev, M. Mok, T. Hoang, T. Nguyen

   Math4AI @ AAAI2026

3. The Blessing and Curse of Dimensionality in Safety Alignment

   R. Teo*, L. Abdullaev*, T. Nguyen

   COLM2025

4. Revisiting Transformers with Insights from Image Filtering and Boosting

   L. Abdullaev*, M. Tkachenko, T. Nguyen

   arXiv2025

5. Gibbs Measures in Machine Learning

   L. Abdullaev, U. Rozikov

   World Scientific2025

6. Transformer Meets Twicing: Harnessing Unattended Residual Information

   L. Abdullaev*, T. Nguyen

   ICLR2025

7. Tight Clusters Make Specialized Experts

   S Nielsen, R Teo, L Abdullaev, T Nguyen

   ICLR2025

8. Elliptical Attention

   S Nielsen*, L Abdullaev*, R Teo, T Nguyen

   NeurIPS2024