Table 5 Baseline results for the chaotic function prediction task
From: The neurobench framework for benchmarking neuromorphic computing algorithms and systems
Baseline | sMAPE | Footprint (bytes) | Model Exec. Rate (Hz) | Connection Sparsity | Activation Sparsity | SynOps (per model exec.) | ||
|---|---|---|---|---|---|---|---|---|
Dense | Eff_MACs | Eff_ACs | ||||||
ESN | 14.79 | 2.81 × 105 | - | 0.876 | 0.0 | 3.52 × 104 | 4.37 × 103 | 0 |
LSTM | 13.37 | 4.90 × 105 | - | 0.0 | 0.530 | 6.03 × 104 | 6.03 × 104 | 0 |
