2 papers
cs.AI2026
From State Synchronization to Cognitive Self-Evolution: An Operational Architecture for Cognitive Digital Twins
Haoran Gao, An Li, Zhen Li +1
As Digital Twin (DT) systems evolve beyond state synchronization toward task-oriented and knowledge-driven operation, Cognitive Digital Twins (CDTs) have emerged as an extension th…
cs.LG2026
Joint Optimization of Training and Inference in Federated Edge Learning via Constrained Multi-Objective Deep Reinforcement Learning
Zhen Li, Jun Cai, Chao Yang +1
Federated edge learning (FEEL) has recently emerged as a promising paradigm for achieving edge intelligence (EI) via enabling collaborative model training across edge devices while…