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Papers Benchmarks Datasets Tasks

Genius dataset and benchmarks · SOTA2 Research

Research Datasets

Genius

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Node classification

Genius

92.81Accuracy

36

Node classification

genius (test)

0.908ROC AUC

31

Node Classification

genius 50/25/25 (test)

91.72ROC AUC

18

Generative Fluid Intelligence

GENIUS

48.35Overall Score

13

Contextual Knowledge Adaptation (Multi-Semantic)

GENIUS

35.45RC

13

Contextual Knowledge Adaptation (Prior-Conflicting)

GENIUS

52.97RC Score

13

Ad-hoc Constraint Execution (Visual Constraint)

GENIUS

76.67RC Score

13

Ad-hoc Constraint Execution (Symbolic Constraint)

GENIUS

71.38RC

13

Implicit Pattern Induction

GENIUS 1.0 (test)

70RC

13

Generative Fluid Intelligence (Overall)

GENIUS 1.0 (test)

57.19Overall Score

13

Node Classification

Genius non-homophilous large-scale (test)

90.85Accuracy

11

GENIUS

153.6Learning Time (s)

3

Node Classification

Genius

98.17ASR

3

Popular tasks

Node Classification Generative Fluid Intelligence (Overall)Implicit Pattern Induction Ad-hoc Constraint Execution (Symbolic Constraint)Ad-hoc Constraint Execution (Visual Constraint)

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