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Node Property Prediction

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논문

이 태스크와 하위 분야의 관련 논문입니다. 실제 성능 비교는 평가 결과에서 확인하세요.

Equivariance Everywhere All At Once: A Recipe for Graph Foundation Models

Integrating Structural and Semantic Signals in Text-Attributed Graphs with BiGTex

Monocular Person Localization under Camera Ego-motion

Mixture of Experts Meets Decoupled Message Passing: Towards General and Adaptive Node Classification

Block-to-Scene Pre-training for Point Cloud Hybrid-Domain Masked Autoencoders

Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification

Polynormer: Polynomial-Expressive Graph Transformer in Linear Time

Loss-aware Curriculum Learning for Heterogeneous Graph Neural Networks

CHILI: Chemically-Informed Large-scale Inorganic Nanomaterials Dataset for Advancing Graph Machine Learning

Improving Vision-and-Language Reasoning via Spatial Relations Modeling

Efficient Heterogeneous Graph Learning via Random Projection

Label Deconvolution for Node Representation Learning on Large-scale Attributed Graphs against Learning Bias

Higher-order Graph Convolutional Network with Flower-Petals Laplacians on Simplicial Complexes

SimTeG: A Frustratingly Simple Approach Improves Textual Graph Learning

Long-range Meta-path Search on Large-scale Heterogeneous Graphs

Temporal Graph Benchmark for Machine Learning on Temporal Graphs

TCEIP: Text Condition Embedded Regression Network for Dental Implant Position Prediction

SGFormer: Simplifying and Empowering Transformers for Large-Graph Representations

Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning

Spectral Heterogeneous Graph Convolutions via Positive Noncommutative Polynomials

Two-Stream Regression Network for Dental Implant Position Prediction

Online Transformers with Spiking Neurons for Fast Prosthetic Hand Control

ContraNorm: A Contrastive Learning Perspective on Oversmoothing and Beyond

Position Regression for Unsupervised Anomaly Detection

GIPA: A General Information Propagation Algorithm for Graph Learning

ImplantFormer: Vision Transformer based Implant Position Regression Using Dental CBCT Data

Learning on Large-scale Text-attributed Graphs via Variational Inference

A Comprehensive Study on Large-Scale Graph Training: Benchmarking and Rethinking

Multi-modal Siamese Network for Entity Alignment

E2EG: End-to-End Node Classification Using Graph Topology and Text-based Node Attributes

A Gaze into the Internal Logic of Graph Neural Networks, with Logic

Simple and Efficient Heterogeneous Graph Neural Network

SD-LayerNet: Semi-supervised retinal layer segmentation in OCT using disentangled representation with anatomical priors

Denoised MDPs: Learning World Models Better Than the World Itself

Graph Attention Multi-Layer Perceptron

Label-Enhanced Graph Neural Network for Semi-supervised Node Classification

출처: Papers with Code · CC BY-SA 4.0. 아카이브 자료와 새로 수집한 논문은 별도로 관리합니다.