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cs.DC2025
Optimizing Resource Allocation for Geographically-Distributed Inference by Large Language Models
Tingyang Sun, Ting He, Bo Ji +1
Large language models have demonstrated extraordinary performance in many AI tasks but are expensive to use, even after training, due to their requirement of high-end GPUs. Recentl…
cs.NI2025
Communication Optimization for Decentralized Learning atop Bandwidth-limited Edge Networks
Tingyang Sun, Tuan Nguyen, Ting He
Decentralized federated learning (DFL) is a promising machine learning paradigm for bringing artificial intelligence (AI) capabilities to the network edge. Running DFL on top of ed…