312 citations
- Foundation for Research and Technology HellasGR32 papers
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Showing 2021Show all
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cs.NE2021★ 3 cited
Even Faster SNN Simulation with Lazy+Event-driven Plasticity and Shared Atomics
Dennis Bautembach, Iason Oikonomidis, Antonis Argyros
We present two novel optimizations that accelerate clock-based spiking neural network (SNN) simulators. The first one targets spike timing dependent plasticity (STDP). It combines…
cs.NE2021★ 9 cited
Multi-GPU SNN Simulation with Static Load Balancing
Dennis Bautembach, Iason Oikonomidis, Antonis Argyros
We present a SNN simulator which scales to millions of neurons, billions of synapses, and 8 GPUs. This is made possible by 1) a novel, cache-aware spike transmission algorithm 2) a…