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ResearchFormerly WizWand

MD

Benchmarks

TaskDatasetSOTA resultTrendResults

Multi-Layer Spatial Relationship Accuracy

MD-3k Reverse subset

52.2ML-SRA

20

Morphing Attack Detection

MD#4 (test)

15.31D-EER

20

Morphing Attack Detection

MD #3

4D-EER

20

Melanoma Classification

Md Dermoscopic source (train)

81.56Recall

16

Offensiveness detection

MD (test)

83.55Accuracy

14

Energy Prediction

rMD17

2.1Aspirin MAE (meV)

10

Force Field Prediction

MD22

1.245Force Error (kcal/mol/Å)

9

State-to-State (S2S) Prediction

MD17

6.82S2S Prediction Error (Aspirin)

9

Trajectory Generation

MD scenario

1.61Online Cost

7

Subjectivity Analysis

MD

76.41Accuracy

7

Energy and Force Prediction

rMD17 Azobenzene

5.4Energy MAE (meV)

5

Markdown conversion

MD 82 images (val)

86.71F1 Score

5

SCF convergence

MD17 ethanol

68.6Avg Iteration Reduction

3

Structure-to-Trajectory Prediction

Revised MD17

8.38Azobenzene Deviation

2

Hamiltonian Dynamics Modeling

MD 16 particles

5.78Rec MSE (10^-7)

2

Hamiltonian Dynamics Modeling

MD 4 particles

23.41Rec MSE (10^-7)

2

Graph Neural Force Field Prediction

rMD17 Aspirin + Uracil

1,468.7Joint FT (s)

1