Author

Ngoc Hung Nguyen

h-index 3 View on Semantic Scholar

We have 2 of 9 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#machine learning Preprint Aug 2026

Learning-Based Collaborative MEC for LLM Inference with Soft-Deadline Awareness via Transformer-Enhanced PPO

A transformer-enhanced proximal policy optimization (PPO) framework that enables efficient collaboration among MEC servers and significantly outperforms conventional PPO and heuristic-based approaches in terms of task completion rate and overall system efficiency.

Ngoc Hung Nguyen, Björn Landfeldt · 0 citations

Preprint Jun 2026

Multi-Timescale Latent-Action DRL for Joint Optimization in Edge-Cloud Networks

A two-timescale multi-layer deep reinforcement learning framework with a latent action space (2T-MDRL-LA) to jointly optimize service placement, user association, computational delegation, task offloading, and user transmit power and achieves near-optimal performance compared to branch-and-bound solutions.

V. Son, Van-Dinh Nguyen, Ngoc Hung Nguyen et al. · 0 citations