Spiking Neural Network (SNN) simulation serves as a crucial tool for understanding brain dynamics and advancing neuromorphic computing, but faces significant scalability challenges in large-scale distributed implementations. The primary bottlenecks arise from frequent synchronization overhead in time-driven simulators...
Guang-Nan Feng, Yang-Le Zeng, Hong Liang et al.· 0 citations
CerebroSim, a scalable framework for whole-brain simulation that combines Delay-aware Spike Broadcast for aggregated delay-aware communication, Race-free Synaptic Dynamics Computation for lock/atomic-free multithreaded delivery with HBM-aware optimization, and Sparse Synapse Storage Compression for compact indexing wit...
Guang-Nan Feng, Tianxiang Lyu, Hao Huang et al.· 0 citations
The scalability of file system journaling faces significant challenges due to the increasing concurrency demands of modern multi-core CPUs and high throughput NVMe SSDs. However, our study reveals that the concurrency of journaling should be carefully adjusted to the workload, and the underlying I/O stack must be custo...
Zi-Yan Zhang, Yu-Bo Liu, Yong-Feng Wang et al.· ACM Transactions on Architec...· 0 citations
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