HyperAI초신경

홈 뉴스 연구 논문 튜토리얼 데이터셋 백과사전 SOTA LLM 모델 GPU 랭킹 컨퍼런스

한국어

HyperAI초신경

Graph Regression On Zinc 100K

평가 지표

MAE

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	MAE	Paper Title	Repository
GatedGCN	0.363	Benchmarking Graph Neural Networks
MPNN	0.288	Neural Message Passing for Quantum Chemistry
MoNet	0.407	Geometric deep learning on graphs and manifolds using mixture model CNNs
CIN-small	0.094	Weisfeiler and Lehman Go Cellular: CW Networks
EGT	0.143	Global Self-Attention as a Replacement for Graph Convolution
GAT	0.463	Graph Attention Networks
ARGNP	0.136	Automatic Relation-aware Graph Network Proliferation
GSN	0.115	Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting

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