Graph Neural Networks

Unmasking Fake Careers: Detecting Machine-Generated Career Trajectories via Multi-layer Heterogeneous Graphs EMNLP 2025 Unsupervised Model Tree Heritage Recovery ICLR 2025 Verifying Quantized Graph Neural Networks is PSPACE-complete IJCAI 2025 Virtual Nodes Can Help: Tackling Distribution Shifts in Federated Graph Learning AAAI 2025 Wave-driven Graph Neural Networks with Energy Dynamics for Over-smoothing Mitigation IJCAI 2025 What Can We Learn From MIMO Graph Convolutions? IJCAI 2025 When Hypergraph Meets Heterophily: New Benchmark Datasets and Baseline AAAI 2025 Why Multi-Interest Fairness Matters: Hypergraph Contrastive Multi-Interest Learning for Fair Conversational Recommender System ACL 2025 NeuroPath: A Neural Pathway Transformer for Joining the Dots of Human Connectomes NeurIPS 2024 4DBInfer: A 4D Benchmarking Toolbox for Graph-Centric Predictive Modeling on RDBs NeurIPS 2024 A Cross-View Hierarchical Graph Learning Hypernetwork for Skill Demand-Supply Joint Prediction AAAI 2024 Active Learning Framework for Incomplete Networks UAI 2024 ADA-GAD: Anomaly-Denoised Autoencoders for Graph Anomaly Detection AAAI 2024 Ada-MSHyper: Adaptive Multi-Scale Hypergraph Transformer for Time Series Forecasting NeurIPS 2024 A Generalized Neural Diffusion Framework on Graphs AAAI 2024 A Grassmannian Manifold Self-Attention Network for Signal Classification IJCAI 2024 A Logic for Reasoning about Aggregate-Combine Graph Neural Networks IJCAI 2024 An Efficient Subgraph-Inferring Framework for Large-Scale Heterogeneous Graphs AAAI 2024 A Poincaré Inequality and Consistency Results for Signal Sampling on Large Graphs ICLR 2024 Are Graph Neural Networks Optimal Approximation Algorithms? NeurIPS 2024 Are High-Degree Representations Really Unnecessary in Equivariant Graph Neural Networks? NeurIPS 2024 A Simple and Yet Fairly Effective Defense for Graph Neural Networks AAAI 2024 Association Pattern-aware Fusion for Biological Entity Relationship Prediction NeurIPS 2024 Barely Supervised Learning for Graph-Based Fraud Detection AAAI 2024 Bayesian Optimization of Functions over Node Subsets in Graphs NeurIPS 2024