@willaory
Heterogeneity-aware task allocation in decentralized cloud computing develops a reinforcement learning model considering node CPU/GPU ratios, memory bandwidth, and network latency. Simulations show 41% higher throughput and 29% lower failure rates compared to homogeneous allocation. The model adapts to dynamic resource availability with 92% accuracy.
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