Author

Shi Jin

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#federated learning Open access Dec 2026

Cooperative Communication Task Offloading With Untrustworthy ARIS Swarm via Federated Security Reinforcement Learning

A secure collaborative communication task offloading framework, which is federated multi-agent deep deterministic policy gradient with the score-trust based aggregation refinement (FedMADDPG-STAR) strategy, which can achieve secure and efficient communication task offloading under the non-stationary open nature wireles...

Li-Pen Li, Ning Gao, Zhi-Cheng Dong et al. · IEEE Transactions on Mobile... · 0 citations

#machine learning Preprint Oct 2026

DT-JEPA: Learning to Predict Future Representations for Decision-Making

Decision Transformer (DT) has demonstrated strong performance in various offline reinforcement learning (RL) tasks by conditioning action generation on expected future returns and historical trajectories. However, treating expected future returns as the condition provides an incomplete description of the future, as tra...

Chang-Xu Ni, Yi-Yang Ni, Jun Li et al. · 0 citations