Velocity decoding on Public microelectrode benchmark Cross-Session (C-CO)
0.9894R^2RPNT (Full-SFT)
Evaluation results
| Method | Links | |
|---|---|---|
| RPNT (Full-SFT)Training regime=Pretrained, Fine-tuning strategy=Full dataset finetuning2026.01 | 0.9894 | |
| RPNT (FS-SFT)Training regime=Pretrained, Fine-tuning strategy=Few-shot finetuning2026.01 | 0.9801 | |
| RPNTTraining regime=From scratch2026.01 | 0.9647 | |
| o-POSSM-S4D (FT)Training regime=Pretrained, Fine-tuning strategy=Full model finetuning2026.01 | 0.9618 | |
| POYO-1 (FT)Training regime=Pretrained, Fine-tuning strategy=Full model finetuning2026.01 | 0.9611 | |
| o-POSSM-GRU (FT)Training regime=Pretrained, Fine-tuning strategy=Full model finetuning2026.01 | 0.9587 | |
| o-POSSM-Mamba (FT)Training regime=Pretrained, Fine-tuning strategy=Full model finetuning2026.01 | 0.9574 | |
| POSSM-Mamba-SSTraining regime=From scratch2026.01 | 0.955 | |
| POSSM-GRU-SSTraining regime=From scratch2026.01 | 0.9549 | |
| POSSM-S4D-SSTraining regime=From scratch2026.01 | 0.9515 | |
| POYO-SSTraining regime=From scratch2026.01 | 0.9427 | |
| S4DTraining regime=From scratch2026.01 | 0.9381 | |
| GRUTraining regime=From scratch2026.01 | 0.9376 | |
| MambaTraining regime=From scratch2026.01 | 0.9287 | |
| MLPTraining regime=From scratch2026.01 | 0.921 | |
| Wiener filterTraining regime=From scratch2026.01 | 0.8712 | |
| NDT-2 (FT)Training regime=Pretrained, Fine-tuning strategy=Full model finetuning2026.01 | 0.8507 |