Graph Neural Networks

What do Graph Neural Networks learn? Insights from Tropical Geometry NeurIPS 2024 What Improves the Generalization of Graph Transformers? A Theoretical Dive into the Self-attention and Positional Encoding ICML 2024 What Is Missing For Graph Homophily? Disentangling Graph Homophily For Graph Neural Networks NeurIPS 2024 What is my quantum computer good for? Quantum capability learning with physics-aware neural networks NeurIPS 2024 What Matters in Graph Class Incremental Learning? An Information Preservation Perspective NeurIPS 2024 When Causal Inference Meets Graph Machine Learning AAAI 2024 When Sparse Graph Representation Learning Falls into Domain Shift: Data Augmentation for Cross-Domain Graph Meta-Learning (Student Abstract) AAAI 2024 XFibrosis: Explicit Vessel-Fiber Modeling for Fibrosis Staging from Liver Pathology Images CVPR 2024 XplainLLM: A Knowledge-Augmented Dataset for Reliable Grounded Explanations in LLMs EMNLP 2024 X-RefSeg3D: Enhancing Referring 3D Instance Segmentation via Structured Cross-Modal Graph Neural Networks AAAI 2024 Zero-Shot Cross-Lingual Document-Level Event Causality Identification with Heterogeneous Graph Contrastive Transfer Learning COLING 2024 O-GNN: incorporating ring priors into molecular modeling ICLR 2023 $\mathscr{N}$-WL: A New Hierarchy of Expressivity for Graph Neural Networks ICLR 2023 3D Spatial Multimodal Knowledge Accumulation for Scene Graph Prediction in Point Cloud CVPR 2023 A Benchmark for Semi-Inductive Link Prediction in Knowledge Graphs EMNLP 2023 Accelerating Molecular Graph Neural Networks via Knowledge Distillation NeurIPS 2023 ACMP: Allen-Cahn Message Passing with Attractive and Repulsive Forces for Graph Neural Networks ICLR 2023 A Complete Expressiveness Hierarchy for Subgraph GNNs via Subgraph Weisfeiler-Lehman Tests ICML 2023 A Comprehensive Study on Text-attributed Graphs: Benchmarking and Rethinking NeurIPS 2023 A critical look at the evaluation of GNNs under heterophily: Are we really making progress? ICLR 2023 Action-Conditioned Generation of Bimanual Object Manipulation Sequences AAAI 2023 Adaptive Graph Convolutional Subspace Clustering CVPR 2023 Adaptive Local-Component-Aware Graph Convolutional Network for One-Shot Skeleton-Based Action Recognition WACV 2023 Adaptive Spiral Layers for Efficient 3D Representation Learning on Meshes ICCV 2023 A Data Source for Reasoning Embodied Agents AAAI 2023