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Papers with Code · CC BY-SA 4.0

CHILI-3K

아카이브 평가 9건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
EdgeCNN	F1-score (Weighted) 0.657 +/- 0.196	CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning 2024-02-20	코드 1
GAT	F1-score (Weighted) 0.504 +/- 0.076	CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning 2024-02-20	코드 1
Most Frequent Class	F1-score (Weighted) 0.440	CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning 2024-02-20	코드 1
PMLP	F1-score (Weighted) 0.440 +/- 0.036	CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning 2024-02-20	코드 1
GIN	F1-score (Weighted) 0.438 +/- 0.004	CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning 2024-02-20	코드 1
GraphUNet	F1-score (Weighted) 0.431 +/- 0.014	CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning 2024-02-20	코드 1
GraphSAGE	F1-score (Weighted) 0.422 +/- 0.037	CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning 2024-02-20	코드 1
GCN	F1-score (Weighted) 0.367 +/- 0.127	CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning 2024-02-20	코드 1
Random	F1-score (Weighted) 0.191 +/- 0.008	CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning 2024-02-20	코드 1