4 papers
HanoiWorld : A Joint Embedding Predictive Architecture BasedWorld Model for Autonomous Vehicle Controller
Tran Tien Dat, Nguyen Hai An, Nguyen Khanh Viet Dung +1
Current attempts of Reinforcement Learning for Autonomous Controller are data-demanding while the results are under-performed, unstable, and unable to grasp and anchor on the conce…
CAMEx: Curvature-aware Merging of Experts
Dung V. Nguyen, Minh H. Nguyen, Luc Q. Nguyen +3
Existing methods for merging experts during model training and fine-tuning predominantly rely on Euclidean geometry, which assumes a flat parameter space. This assumption can limit…
A Hyper-Transformer model for Controllable Pareto Front Learning with Split Feasibility Constraints
Tran Anh Tuan, Nguyen Viet Dung, Tran Ngoc Thang
Controllable Pareto front learning (CPFL) approximates the Pareto solution set and then locates a Pareto optimal solution with respect to a given reference vector. However, decisio…
A neurodynamic approach for a class of pseudoconvex semivectorial bilevel optimization problems
Tran Ngoc Thang, Dao Minh Hoang, Nguyen Viet Dung
The article proposes an exact approach to find the global solution of a nonconvex semivectorial bilevel optimization problem, where the objective functions at each level are pseudo…