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ResearchFormerly WizWand

Low-dimensional embedding on Synthetic Manifold Setup a n=600, p=100 1.0

0.98TrustworthinessGRAB-MDM (Proposed)
0.7720.8260.880.934Feb 11, 2026
Updated 8mo ago

Evaluation results

MethodLinks
GRAB-MDM (Proposed)Noise level (v1^2, v2^2)=(0.05, 0.2), m=32026.020.98
mDMNoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.020.94
GRAB-MDM (Proposed)Noise level (v1^2, v2^2)=(0.1, 0.3), m=32026.020.94
ADMNoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.020.93
DMNoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.020.93
LLENoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.020.93
NCCANoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.020.92
ISOMAPNoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.020.92
mSNENoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.020.91
mISOMAPNoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.020.91
KCCANoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.020.91
ADMNoise level (v1^2, v2^2)=(0.1, 0.3), m=32026.020.91
mUMAPNoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.020.9
UMAPNoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.020.9
mLLENoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.020.89
tSNENoise level (v1^2, v2^2)=(0.05, 0.2), m=32026.020.89
GRAB-MDM (Proposed)Noise level (v1^2, v2^2)=(0.2, 0.6), m=32026.020.88
GRAB-MDM (Proposed)Noise level (v1^2, v2^2)=(0.3, 0.8), m=32026.020.8
GRAB-MDM (Proposed)Noise level (v1^2, v2^2)=(0.45, 0.5), m=32026.020.78