This paper shows common neuromorphic benchmarks do not test temporal processing, proposes three temporal benchmarks, and finds a persistent SNN performance gap on long-range dependencies.
Brain- inspired computing: A systematic survey and future trends,
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Spiking Neural Networks for Temporal Processing: Status Quo and Future Prospects
This paper shows common neuromorphic benchmarks do not test temporal processing, proposes three temporal benchmarks, and finds a persistent SNN performance gap on long-range dependencies.