Tpram-kelly.7z May 2026

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

: 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. TpRam-Kelly.7z

The paper addresses the difficulty of optimizing resource allocation in cloud-native environments where microservices have complex dependencies. : A preprint or abstract of the work

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. a reinforcement learning technique