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Stable-MoE: Lyapunov-based Token Routing for Distributed Mixture-of-Experts Training over Edge Networks
Arxiv
0+阅读 · 2月17日
Multi-Agentic AI for Fairness-Aware and Accelerated Multi-modal Large Model Inference in Real-world Mobile Edge Networks
Arxiv
0+阅读 · 2月6日
Stable-MoE: Lyapunov-based Token Routing for Distributed Mixture-of-Experts Training over Edge Networks
Arxiv
0+阅读 · 2月16日
Federated Unlearning in Edge Networks: A Survey of Fundamentals, Challenges, Practical Applications and Future Directions
Arxiv
0+阅读 · 1月15日
HALO: Semantic-Aware Distributed LLM Inference in Lossy Edge Network
Arxiv
0+阅读 · 1月16日
ELSA: Efficient LLM-Centric Split Aggregation for Privacy-Aware Hierarchical Federated Learning over Resource-Constrained Edge Networks
Arxiv
0+阅读 · 1月20日
Adaptive Requesting in Decentralized Edge Networks via Non-Stationary Bandits
Arxiv
0+阅读 · 1月13日
Adaptive Requesting in Decentralized Edge Networks via Non-Stationary Bandits
Arxiv
0+阅读 · 1月14日
Adaptive Requesting in Decentralized Edge Networks via Non-Stationary Bandits
Arxiv
0+阅读 · 1月17日
Parallel Collaborative ADMM Privacy Computing and Adaptive GPU Acceleration for Distributed Edge Networks
Arxiv
0+阅读 · 1月21日
Communication-Computation Pipeline Parallel Split Learning over Wireless Edge Networks
Arxiv
0+阅读 · 2025年11月28日
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