Graph Neural Networks

Asymmetric Learning for Spectral Graph Neural Networks AAAI 2025 A Theoretically-Principled Sparse, Connected, and Rigid Graph Representation of Molecules ICLR 2025 AtlasD: Automatic Local Symmetry Discovery ICML 2025 AtomSurf: Surface Representation for Learning on Protein Structures ICLR 2025 AutoFEA: Enhancing AI Copilot by Integrating Finite Element Analysis Using Large Language Models with Graph Neural Networks AAAI 2025 AutoGFM: Automated Graph Foundation Model with Adaptive Architecture Customization ICML 2025 AutoG: Towards automatic graph construction from tabular data ICLR 2025 Automated Decision-Making on Networks with LLMs through Knowledge-Guided Evolution IJCAI 2025 AutoParLLM: GNN-guided Context Generation for Zero-Shot Code Parallelization using LLMs NAACL 2025 Autoregressive Adaptive Hypergraph Transformer for Skeleton-Based Activity Recognition WACV 2025 BaB-ND: Long-Horizon Motion Planning with Branch-and-Bound and Neural Dynamics ICLR 2025 Backdoor Attack on Vertical Federated Graph Neural Network Learning IJCAI 2025 Balancing Efficiency and Expressiveness: Subgraph GNNs with Walk-Based Centrality ICML 2025 BANGS: Game-theoretic Node Selection for Graph Self-Training ICLR 2025 Banyan: Improved Representation Learning with Explicit Structure ICML 2025 Behavior Importance-Aware Graph Neural Architecture Search for Cross-Domain Recommendation AAAI 2025 Best of Both Worlds: Advantages of Hybrid Graph Sequence Models ICML 2025 Beyond Canonicalization: How Tensorial Messages Improve Equivariant Message Passing ICLR 2025 Beyond Circuit Connections: A Non-Message Passing Graph Transformer Approach for Quantum Error Mitigation ICLR 2025 Beyond Graph Convolution: Multimodal Recommendation with Topology-aware MLPs AAAI 2025 Beyond Homophily: Graph Contrastive Learning with Macro-Micro Message Passing AAAI 2025 Beyond Message Passing: Neural Graph Pattern Machine ICML 2025 Beyond Random Masking: When Dropout meets Graph Convolutional Networks ICLR 2025 Beyond the Scientific Document: A Citation-Aware Multi-Granular Summarization Approach with Heterogeneous Graphs EMNLP 2025 Beyond Topological Self-Explainable GNNs: A Formal Explainability Perspective ICML 2025