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ResearchFormerly WizWand

Behavior decoding on Flint (held-out sessions)

84.3R2 ScoreREALM-bi
-0.14821.77643.765.624May 14, 2026
Updated 5mo ago

Evaluation results

MethodLinks
REALM-biSession=e1_12026.0584.3
REALM-biSession=e1_1, Variant=PT2026.0579.7
REALM PTSession=e1_1, Causal=true, Evaluation Protocol=Held-out sessions2026.0579.7
REALM-LbiDirectionality=Bidirectional, Modality=LFP only, Params=10.9M, Summary=Flint mean2026.0578.9
BiLSTMSession=e1_12026.0578.6
REALM-biSession=Flint mean2026.0578.5
REALM-biDirectionality=Bidirectional, Modality=LFP only, Params=5M, Summary=Flint mean2026.0578.5
CrossModalDistillSupervision mode=Full Sup, Modality=LFP+Spikes, Summary=Flint mean2026.0577.7
BiLSTMSession=e1_1, Parameters=5M2026.0577.1
REALM-biSession=e5_22026.0576.9
CrossModalDistillSupervision mode=Sup, Modality=LFP+Spikes, Summary=Flint mean2026.0575.4
REALMSession=e1_1, Causal=true, Evaluation Protocol=Held-out sessions2026.0575.2
REALM-biSession=e4_12026.0574.1
BiLSTMSession=Flint mean2026.0573
REALM-LDirectionality=Causal, Modality=LFP only, Params=10.5M, Summary=Flint mean2026.0571.3
REALM-biSession=Flint mean, Variant=PT2026.0570.9
REALM PTSession=Flint mean, Causal=true, Evaluation Protocol=Held-out sessions2026.0570.9
BiLSTMSession=e5_22026.0570.6
REALMSession=Flint mean, Causal=true, Evaluation Protocol=Held-out sessions2026.0570.3
REALMDirectionality=Causal, Modality=LFP only, Params=4.9M, Summary=Flint mean2026.0570.3
BiLSTMSession=e4_12026.0570
REALMSession=e5_2, Causal=true, Evaluation Protocol=Held-out sessions2026.0569.2
REALM-biSession=e4_1, Variant=PT2026.0568.9
BiLSTMSession=Flint mean, Parameters=5M2026.0568.9
REALM PTSession=e4_1, Causal=true, Evaluation Protocol=Held-out sessions2026.0568.9
LSTM-5MSession=e1_1, Causal=true, Evaluation Protocol=Held-out sessions2026.0568.5
REALM-biSession=e1_1, Variant=RI2026.0568.1
REALM-SDirectionality=Causal, Modality=LFP only, Params=2.1M, Summary=Flint mean2026.0566.7
REALMSession=e4_1, Causal=true, Evaluation Protocol=Held-out sessions2026.0566.6
BiLSTMSession=e5_2, Parameters=5M2026.0565.1
LSTMSession=e1_1, Causal=true, Evaluation Protocol=Held-out sessions2026.0564.9
BiLSTMSession=e4_1, Parameters=5M2026.0564.4
REALM-biSession=e5_2, Variant=PT2026.0564.1
REALM PTSession=e5_2, Causal=true, Evaluation Protocol=Held-out sessions2026.0564.1
REALM RISession=e1_1, Causal=true, Evaluation Protocol=Held-out sessions2026.0562.4
REALM-biSession=Flint mean, Variant=RI2026.0561.6
LSTM-5MSession=Flint mean, Causal=true, Evaluation Protocol=Held-out sessions2026.0561.3
LSTM-5MSession=e5_2, Causal=true, Evaluation Protocol=Held-out sessions2026.0560.2
REALM-biSession=e4_1, Variant=RI2026.0559.1
LSTMSession=Flint mean, Causal=true, Evaluation Protocol=Held-out sessions2026.0558.7
REALM RISession=Flint mean, Causal=true, Evaluation Protocol=Held-out sessions2026.0557.7
REALM-biSession=e5_2, Variant=RI2026.0557.6
LSTMSession=e5_2, Causal=true, Evaluation Protocol=Held-out sessions2026.0556.7
REALM RISession=e5_2, Causal=true, Evaluation Protocol=Held-out sessions2026.0556.4
LSTM-5MSession=e4_1, Causal=true, Evaluation Protocol=Held-out sessions2026.0555.1
LSTMSession=e4_1, Causal=true, Evaluation Protocol=Held-out sessions2026.0554.6
REALM RISession=e4_1, Causal=true, Evaluation Protocol=Held-out sessions2026.0554.3
WienerSession=e4_12026.0540
WienerSession=e4_1, Causal=true, Evaluation Protocol=Held-out sessions2026.0535.5
Linear SSMSession=e4_12026.0533
Linear SSMSession=e4_1, Causal=true, Evaluation Protocol=Held-out sessions2026.0530.4
WienerSession=e1_12026.0529.6
WienerSession=e1_1, Causal=true, Evaluation Protocol=Held-out sessions2026.0523
WienerSession=Flint mean2026.0522
Linear SSMSession=Flint mean2026.0521.3
Linear SSMSession=Flint mean, Causal=true, Evaluation Protocol=Held-out sessions2026.0520.1
Linear SSMSession=e1_12026.0520
WienerSession=Flint mean, Causal=true, Evaluation Protocol=Held-out sessions2026.0518.5
Linear SSMSession=e1_1, Causal=true, Evaluation Protocol=Held-out sessions2026.0516.7
Linear SSMSession=e5_2, Causal=true, Evaluation Protocol=Held-out sessions2026.0513.2
Linear SSMSession=e5_22026.0511
WienerSession=e5_22026.053.6
WienerSession=e5_2, Causal=true, Evaluation Protocol=Held-out sessions2026.053.1