Behavior decoding on Makin (held-out sessions)
0.789R2REALM-bi
Evaluation Results
| Method | Links | |
|---|---|---|
| REALM-biSession=20161005_062026.05 | 0.789 | |
| REALM-biSession=20160622_012026.05 | 0.783 | |
| REALM-LbiDirectionality=Bidirectional, Modality=LFP only, Params=10.9M, Summary=Makin mean2026.05 | 0.781 | |
| REALM-biSession=20160915_012026.05 | 0.77 | |
| REALM-biSession=Makin mean2026.05 | 0.768 | |
| REALM-biDirectionality=Bidirectional, Modality=LFP only, Params=5M, Summary=Makin mean2026.05 | 0.768 | |
| BiLSTMSession=20160630_01, Parameters=5M2026.05 | 0.765 | |
| BiLSTMSession=20160915_012026.05 | 0.761 | |
| REALM-biSession=20160630_01, Variant=PT2026.05 | 0.757 | |
| REALM PTSession=20160630_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.757 | |
| REALM-biSession=20170124_012026.05 | 0.756 | |
| REALMSession=20161005_06, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.756 | |
| BiLSTMSession=20161005_062026.05 | 0.752 | |
| CrossModalDistillSupervision mode=Full Sup, Modality=LFP+Spikes, Summary=Makin mean2026.05 | 0.751 | |
| BiLSTMSession=20170124_01, Parameters=5M2026.05 | 0.747 | |
| REALMSession=20160622_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.746 | |
| REALM-biSession=20160630_012026.05 | 0.744 | |
| LSTM-5MSession=20170124_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.742 | |
| REALMSession=20170124_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.741 | |
| CrossModalDistillSupervision mode=Sup, Modality=LFP+Spikes, Summary=Makin mean2026.05 | 0.736 | |
| REALM-biSession=20160622_01, Variant=PT2026.05 | 0.734 | |
| REALM-biSession=20170124_01, Variant=PT2026.05 | 0.734 | |
| REALM PTSession=20160622_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.734 | |
| REALM PTSession=20170124_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.734 | |
| REALMSession=20160915_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.727 | |
| REALM-LDirectionality=Causal, Modality=LFP only, Params=10.5M, Summary=Makin mean2026.05 | 0.717 | |
| REALMSession=Makin mean, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.715 | |
| REALMDirectionality=Causal, Modality=LFP only, Params=4.9M, Summary=Makin mean2026.05 | 0.715 | |
| LSTMSession=20170124_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.714 | |
| BiLSTMSession=Makin mean2026.05 | 0.712 | |
| REALM-biSession=20160630_01, Variant=RI2026.05 | 0.711 | |
| BiLSTMSession=20160630_012026.05 | 0.698 | |
| REALM-SDirectionality=Causal, Modality=LFP only, Params=2.1M, Summary=Makin mean2026.05 | 0.697 | |
| BiLSTMSession=20161005_06, Parameters=5M2026.05 | 0.696 | |
| BiLSTMSession=Makin mean, Parameters=5M2026.05 | 0.692 | |
| LSTM-5MSession=20160622_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.689 | |
| BiLSTMSession=20160622_01, Parameters=5M2026.05 | 0.688 | |
| LSTM-5MSession=20161005_06, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.682 | |
| REALM-biSession=Makin mean, Variant=PT2026.05 | 0.681 | |
| REALM PTSession=Makin mean, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.681 | |
| BiLSTMSession=20160622_012026.05 | 0.679 | |
| BiLSTMSession=20170124_012026.05 | 0.67 | |
| LSTM-5MSession=Makin mean, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.666 | |
| REALM-biSession=20160622_01, Variant=RI2026.05 | 0.645 | |
| LSTMSession=20161005_06, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.643 | |
| LSTMSession=20160622_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.639 | |
| REALM RISession=20170124_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.633 | |
| REALM RISession=20160622_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.632 | |
| LSTMSession=Makin mean, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.629 | |
| LSTM-5MSession=20160630_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.627 | |
| REALM-biSession=20161005_06, Variant=PT2026.05 | 0.618 | |
| REALM PTSession=20161005_06, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.618 | |
| REALMSession=20160630_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.607 | |
| REALM-biSession=20170124_01, Variant=RI2026.05 | 0.604 | |
| LSTMSession=20160630_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.589 | |
| LSTM-5MSession=20160915_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.587 | |
| REALM-biSession=Makin mean, Variant=RI2026.05 | 0.576 | |
| BiLSTMSession=20160915_01, Parameters=5M2026.05 | 0.563 | |
| REALM-biSession=20160915_01, Variant=PT2026.05 | 0.562 | |
| REALM PTSession=20160915_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.562 | |
| LSTMSession=20160915_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.561 | |
| REALM RISession=Makin mean, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.557 | |
| WienerSession=20160630_012026.05 | 0.555 | |
| REALM RISession=20160630_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.553 | |
| REALM RISession=20161005_06, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.541 | |
| REALM-biSession=20161005_06, Variant=RI2026.05 | 0.506 | |
| WienerSession=20161005_062026.05 | 0.495 | |
| WienerSession=20161005_06, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.46 | |
| WienerSession=20160630_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.456 | |
| Linear SSMSession=20160630_012026.05 | 0.452 | |
| REALM RISession=20160915_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.427 | |
| WienerSession=Makin mean2026.05 | 0.426 | |
| REALM-biSession=20160915_01, Variant=RI2026.05 | 0.415 | |
| WienerSession=20170124_012026.05 | 0.406 | |
| Linear SSMSession=20160630_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.382 | |
| WienerSession=Makin mean, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.375 | |
| WienerSession=20160915_012026.05 | 0.371 | |
| WienerSession=20170124_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.361 | |
| Linear SSMSession=20161005_062026.05 | 0.356 | |
| WienerSession=20160915_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.329 | |
| Linear SSMSession=20161005_06, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.329 | |
| WienerSession=20160622_012026.05 | 0.302 | |
| Linear SSMSession=Makin mean2026.05 | 0.272 | |
| WienerSession=20160622_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.27 | |
| Linear SSMSession=20170124_012026.05 | 0.243 | |
| Linear SSMSession=Makin mean, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.24 | |
| Linear SSMSession=20170124_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.215 | |
| Linear SSMSession=20160915_012026.05 | 0.172 | |
| Linear SSMSession=20160915_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.148 | |
| Linear SSMSession=20160622_012026.05 | 0.138 | |
| Linear SSMSession=20160622_01, Causal=true, Evaluation Protocol=Held-out sessions2026.05 | 0.128 |