Tpram-kelly.7z | SIMPLE ★ |

: It employs Deep Deterministic Policy Gradient (DDPG) , a reinforcement learning technique, to dynamically adjust CPU, memory, and I/O disk allocation based on real-time requirements.

: The official journal publication is available at Springer Link . TpRam-Kelly.7z

The file refers to the research paper titled " Transformer-based performance prediction and proactive resource allocation for cloud-native microservices ," published in Cluster Computing in August 2025. : It employs Deep Deterministic Policy Gradient (DDPG)

: It uses a Transformer-based attention mechanism to build a performance prediction model for microservice nodes on a system's "critical path". a reinforcement learning technique

: A preprint or abstract of the work is hosted on ResearchGate .