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Multimodal Visual Pattern Understanding on MMVP

80.33AccuracyGRPO-CARE
22.474837.494952.51567.5351Jan 11, 2024May 24, 2024Oct 5, 2024Feb 16, 2025Jun 30, 2025Nov 11, 2025Mar 25, 2026

Evaluation results

MethodLinks
GRPO-CARE2025.1280.33
Rotation + CL + CARE2025.1279.67
Jigsaw + CL + CARE2025.1278.67
Mix + CL + CARE2025.1278.33
Vision-Zero2025.1278
PatchFit + CL + CARE2025.1278
Qwen 2.5 VL2025.1277.67
VisualSphinx2025.1277.33
Jigsaw + CARE2025.1277
Visual Jigsaw2025.1276.33
Jigsaw2025.1276.33
ViCrit2025.1275.33
Jigsaw + CL2025.1274.67
FedAvg-TASetting=MCross2026.0335.6
FedAvgSetting=MCross2026.0334.8
Fed-CMPSetting=MCross2026.0334.7
MOONSetting=MCross2026.0333.8
FedAdamSetting=MCross2026.0333.1
FedAvg-TIEsSetting=MCross2026.0332.2
FedProxSetting=MCross2026.0331.4
LLaVA 1.5 + I-MoFres=336x336, #tokens=11522024.0131.3
Local TrainingSetting=MCross2026.0331.2
LLaVA 1.5 + I-MoFres=224x224, #tokens=5122024.0128
FedAvg-DARESetting=MCross2026.0327.2
LLaVA 1.5res=336x336, #tokens=5762024.0124.7