Behavior Decoding on NHP center-out reaching (test)
0.649CC AccuracyMRINE
Evaluation Results
| Method | Links | |
|---|---|---|
| MRINESpike channels=20, LFP channels=20, Spike timescale=10 ms, LFP timescale=50 ms, Causal=true2025.12 | 0.649 | |
| MRINESpike channels=10, LFP channels=10, Spike timescale=10 ms, LFP timescale=50 ms, Causal=true2025.12 | 0.624 | |
| MMGPVAESpike channels=20, LFP channels=20, Spike timescale=10 ms, LFP timescale=50 ms, Causal=false2025.12 | 0.601 | |
| MMGPVAESpike channels=10, LFP channels=10, Spike timescale=10 ms, LFP timescale=50 ms, Causal=false2025.12 | 0.567 | |
| MSIDSpike channels=20, LFP channels=20, Spike timescale=10 ms, LFP timescale=50 ms, Causal=true2025.12 | 0.561 | |
| MRINESpike channels=5, LFP channels=5, Spike timescale=10 ms, LFP timescale=50 ms, Causal=true2025.12 | 0.547 | |
| MVAESpike channels=20, LFP channels=20, Spike timescale=10 ms, LFP timescale=50 ms2025.12 | 0.544 | |
| mmPLRNNSpike channels=20, LFP channels=20, Spike timescale=10 ms, LFP timescale=50 ms, Causal=false2025.12 | 0.538 | |
| MSIDSpike channels=10, LFP channels=10, Spike timescale=10 ms, LFP timescale=50 ms, Causal=true2025.12 | 0.521 | |
| MMGPVAESpike channels=5, LFP channels=5, Spike timescale=10 ms, LFP timescale=50 ms, Causal=false2025.12 | 0.495 | |
| mmPLRNNSpike channels=10, LFP channels=10, Spike timescale=10 ms, LFP timescale=50 ms, Causal=false2025.12 | 0.47 | |
| mmPLRNNSpike channels=5, LFP channels=5, Spike timescale=10 ms, LFP timescale=50 ms, Causal=false2025.12 | 0.468 | |
| MVAESpike channels=10, LFP channels=10, Spike timescale=10 ms, LFP timescale=50 ms2025.12 | 0.462 | |
| MSIDSpike channels=5, LFP channels=5, Spike timescale=10 ms, LFP timescale=50 ms, Causal=true2025.12 | 0.442 | |
| MVAESpike channels=5, LFP channels=5, Spike timescale=10 ms, LFP timescale=50 ms2025.12 | 0.392 |