Neural Latents Benchmark evaluation on MC_Maze NLB (test)
0.3597co-bpsNDT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NDTdim=2742024.06 | 0.3597 | 0.8897 | 0.6172 | 0.2442 | |
| LFADSdim=1002024.06 | 0.3554 | 0.8906 | 0.6002 | 0.2454 | |
| stochastic low-rank RNNsdim=36, inference=non-causal2024.06 | 0.3407 | 0.8902 | 0.5963 | 0.2417 | |
| LFADS2026.05 | 0.3324 | 0.9097 | 0.636 | — | |
| stochastic low-rank RNNsdim=36, inference=filtering2024.06 | 0.3225 | 0.8479 | 0.5927 | 0.2184 | |
| GPFAdim=522024.06 | 0.2463 | 0.6613 | 0.5574 | — | |
| SLDSdim=382024.06 | 0.2117 | 0.7944 | 0.4709 | -0.1513 | |
| Spike smoothingdim=1372024.06 | 0.2076 | 0.6111 | -0.0005 | — | |
| GPFA2026.05 | 0.1872 | 0.6399 | 0.515 | — | |
| KF2026.05 | 0.1871 | 0.6027 | 0.0548 | — | |
| CASSM2026.05 | 0.1859 | 0.6022 | 0.1191 | — | |
| bGPFA2026.05 | 0.184 | 0.5977 | 0.3144 | — |