Linear Regression In-context Learning on Garg Linear Regression (d=40)
78.7R^2DendriCL
Evaluation results
| Method | Links | |
|---|---|---|
| DendriCLTraining Steps=50k2026.07 | 78.7 | |
| DendriCL2026.07 | 69 | |
| SpikformerTraining Steps=50k2026.07 | 50.1 | |
| Spikformer2026.07 | 6.4 | |
| Spike-driven V22026.07 | 6.3 | |
| Pure LIFTraining Steps=50k2026.07 | 3.5 | |
| TransformerTraining Steps=50k2026.07 | 0.9 | |
| Transformer2026.07 | 0.8 | |
| Pure LIF2026.07 | 0.8 | |
| Pure MLP2026.07 | 0.8 | |
| SpikingSSM2026.07 | 0.7 | |
| MLP-Mixer2026.07 | 0.7 |