Velocity decoding on Public microelectrode benchmark Cross-Subject (T-CO)
0.9626R^2RPNT (Full-SFT)
Evaluation results
| Method | Links | |
|---|---|---|
| RPNT (Full-SFT)Training regime=Pretrained, Fine-tuning strategy=Full dataset finetuning2026.01 | 0.9626 | |
| RPNT (FS-SFT)Training regime=Pretrained, Fine-tuning strategy=Few-shot finetuning2026.01 | 0.9431 | |
| RPNTTraining regime=From scratch2026.01 | 0.9103 | |
| o-POSSM-S4D (FT)Training regime=Pretrained, Fine-tuning strategy=Full model finetuning2026.01 | 0.9069 | |
| o-POSSM-GRU (FT)Training regime=Pretrained, Fine-tuning strategy=Full model finetuning2026.01 | 0.9021 | |
| o-POSSM-Mamba (FT)Training regime=Pretrained, Fine-tuning strategy=Full model finetuning2026.01 | 0.9011 | |
| POSSM-GRU-SSTraining regime=From scratch2026.01 | 0.8863 | |
| POYO-1 (FT)Training regime=Pretrained, Fine-tuning strategy=Full model finetuning2026.01 | 0.8859 | |
| POSSM-S4D-SSTraining regime=From scratch2026.01 | 0.8838 | |
| POSSM-Mamba-SSTraining regime=From scratch2026.01 | 0.8747 | |
| POYO-SSTraining regime=From scratch2026.01 | 0.8705 | |
| S4DTraining regime=From scratch2026.01 | 0.8526 | |
| GRUTraining regime=From scratch2026.01 | 0.8453 | |
| MLPTraining regime=From scratch2026.01 | 0.7976 | |
| MambaTraining regime=From scratch2026.01 | 0.7692 | |
| Wiener filterTraining regime=From scratch2026.01 | 0.6597 | |
| NDT-2 (FT)Training regime=Pretrained, Fine-tuning strategy=Full model finetuning2026.01 | 0.6549 |