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ResearchFormerly WizWand

Brain Decoding on TUEV

64.09Balanced AccuracyLaBraM
38.81845.37951.9458.501Jun 23, 2025Aug 16, 2025Oct 10, 2025Dec 4, 2025Jan 28, 2026Mar 24, 2026May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LaBraMTask Setting=Single-task2025.0664.0983.12
LaBraMMulti-Task=false, Trainable Params=5.8M, Alignment=-2026.0564.0983.12
UniMindTask Setting=Multi-task2025.0663.1978.04
GVG-Janus (Full)Multi-Task=true, Trainable Params=~1.7B, Alignment=Image+Text2026.0559.8182.05
BIOTTask Setting=Single-task2025.0652.8174.92
BIOTMulti-Task=false, Trainable Params=3.2M, Alignment=-2026.0552.8174.92
GVG-Janus (LoRA)Multi-Task=true, Trainable Params=49M, Alignment=Image+Text2026.0552.4477.2
GVG-Janus (Full)Multi-Task=true, Trainable Params=~1.7B, Alignment=Image2026.0548.3875.72
NeuroLMTask Setting=Multi-task2025.0646.7973.59
NeuroLM-XLMulti-Task=true, Trainable Params=1.7B, Alignment=Text2026.0546.7973.59
NeuroLM-BMulti-Task=true, Trainable Params=254M, Alignment=Text2026.0545.671.53
GVG-X-Omni (LoRA)Multi-Task=true, Trainable Params=170M, Alignment=Image2026.0544.1571.35
ContraWRTask Setting=Single-task2025.0643.8468.93
ContraWRMulti-Task=false, Trainable Params=1.6M, Alignment=-2026.0543.8468.93
SPaRCNetTask Setting=Single-task2025.0641.6170.24
SPaRCNetMulti-Task=false, Trainable Params=0.79M, Alignment=-2026.0541.6170.24
NeuroLM-LMulti-Task=true, Trainable Params=500M, Alignment=Text2026.0541.3273.87
CNN-TransTask Setting=Single-task2025.0640.8768.54
CNN-TransMulti-Task=false, Trainable Params=3.2M, Alignment=-2026.0540.8768.54
ST-TransTask Setting=Single-task2025.0639.8468.23
ST-TransMulti-Task=false, Trainable Params=3.5M, Alignment=-2026.0539.8468.23
FFCLTask Setting=Single-task2025.0639.7967.83
FFCLMulti-Task=false, Trainable Params=2.4M, Alignment=-2026.0539.7967.83