Table 1: The performance of single-session NDT1 trained with various masking schemes on neural activity reconstruction tasks.
The metrics are in units of bits per spike (bps), averaged across all neurons in one session. A higher bps value indicates better performance.
| Masking | Activity Reconstruction |
|||
|---|---|---|---|---|
| Co-Smooth | Forward Prediction | Intra-Region | Inter-Region | |
| Temporal (Baseline) | 0.84 | 0.42 | −0.20 | 0.57 |
| Neuron | 1.04 | −0.21 | −0.22 | 0.78 |
| Causal | 0.44 | 0.48 | −0.36 | 0.23 |
| Intra-Region | −9.86 | −2.97 | 0.32 | −9.06 |
| Inter-Region | 0.92 | 0.01 | −0.58 | 0.90 |
| MtM (Not Prompted) | 0.99 | 0.54 | 0.42 | 0.83 |
| MtM (Prompted) | 0.98 | 0.57 | 0.43 | 0.84 |