Behavior decoding on Flint (held-out sessions)
84.3R2 ScoreREALM-bi
Evaluation Results
| Method | Links | |
|---|---|---|
| REALM-biSession=e1_12026.05 | 84.3 | |
| REALM-biSession=e1_1, Variant=PT2026.05 | 79.7 | |
| REALM PTSession=e1_1, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 79.7 | |
| REALM-LbiDirectionality=Bidirectional, Modality=LFP only, Params=10.9M, Summary=Flint mean2026.05 | 78.9 | |
| BiLSTMSession=e1_12026.05 | 78.6 | |
| REALM-biSession=Flint mean2026.05 | 78.5 | |
| REALM-biDirectionality=Bidirectional, Modality=LFP only, Params=5M, Summary=Flint mean2026.05 | 78.5 | |
| CrossModalDistillSupervision mode=Full Sup, Modality=LFP+Spikes, Summary=Flint mean2026.05 | 77.7 | |
| BiLSTMSession=e1_1, Parameters=5M2026.05 | 77.1 | |
| REALM-biSession=e5_22026.05 | 76.9 | |
| CrossModalDistillSupervision mode=Sup, Modality=LFP+Spikes, Summary=Flint mean2026.05 | 75.4 | |
| REALMSession=e1_1, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 75.2 | |
| REALM-biSession=e4_12026.05 | 74.1 | |
| BiLSTMSession=Flint mean2026.05 | 73 | |
| REALM-LDirectionality=Causal, Modality=LFP only, Params=10.5M, Summary=Flint mean2026.05 | 71.3 | |
| REALM-biSession=Flint mean, Variant=PT2026.05 | 70.9 | |
| REALM PTSession=Flint mean, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 70.9 | |
| BiLSTMSession=e5_22026.05 | 70.6 | |
| REALMSession=Flint mean, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 70.3 | |
| REALMDirectionality=Causal, Modality=LFP only, Params=4.9M, Summary=Flint mean2026.05 | 70.3 | |
| BiLSTMSession=e4_12026.05 | 70 | |
| REALMSession=e5_2, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 69.2 | |
| REALM-biSession=e4_1, Variant=PT2026.05 | 68.9 | |
| BiLSTMSession=Flint mean, Parameters=5M2026.05 | 68.9 | |
| REALM PTSession=e4_1, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 68.9 | |
| LSTM-5MSession=e1_1, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 68.5 | |
| REALM-biSession=e1_1, Variant=RI2026.05 | 68.1 | |
| REALM-SDirectionality=Causal, Modality=LFP only, Params=2.1M, Summary=Flint mean2026.05 | 66.7 | |
| REALMSession=e4_1, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 66.6 | |
| BiLSTMSession=e5_2, Parameters=5M2026.05 | 65.1 | |
| LSTMSession=e1_1, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 64.9 | |
| BiLSTMSession=e4_1, Parameters=5M2026.05 | 64.4 | |
| REALM-biSession=e5_2, Variant=PT2026.05 | 64.1 | |
| REALM PTSession=e5_2, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 64.1 | |
| REALM RISession=e1_1, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 62.4 | |
| REALM-biSession=Flint mean, Variant=RI2026.05 | 61.6 | |
| LSTM-5MSession=Flint mean, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 61.3 | |
| LSTM-5MSession=e5_2, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 60.2 | |
| REALM-biSession=e4_1, Variant=RI2026.05 | 59.1 | |
| LSTMSession=Flint mean, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 58.7 | |
| REALM RISession=Flint mean, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 57.7 | |
| REALM-biSession=e5_2, Variant=RI2026.05 | 57.6 | |
| LSTMSession=e5_2, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 56.7 | |
| REALM RISession=e5_2, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 56.4 | |
| LSTM-5MSession=e4_1, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 55.1 | |
| LSTMSession=e4_1, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 54.6 | |
| REALM RISession=e4_1, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 54.3 | |
| WienerSession=e4_12026.05 | 40 | |
| WienerSession=e4_1, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 35.5 | |
| Linear SSMSession=e4_12026.05 | 33 | |
| Linear SSMSession=e4_1, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 30.4 | |
| WienerSession=e1_12026.05 | 29.6 | |
| WienerSession=e1_1, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 23 | |
| WienerSession=Flint mean2026.05 | 22 | |
| Linear SSMSession=Flint mean2026.05 | 21.3 | |
| Linear SSMSession=Flint mean, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 20.1 | |
| Linear SSMSession=e1_12026.05 | 20 | |
| WienerSession=Flint mean, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 18.5 | |
| Linear SSMSession=e1_1, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 16.7 | |
| Linear SSMSession=e5_2, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 13.2 | |
| Linear SSMSession=e5_22026.05 | 11 | |
| WienerSession=e5_22026.05 | 3.6 | |
| WienerSession=e5_2, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 3.1 |