Graph Neural Networks

Learning to Explore and Exploit with GNNs for Unsupervised Combinatorial Optimization ICLR 2025 Learning to Select Nodes in Branch and Bound with Sufficient Tree Representation ICLR 2025 Learn to Think: Bootstrapping LLM Logic Through Graph Representation Learning IJCAI 2025 LeCNet: A Legal Citation Network Benchmark Dataset AACL 2025 LegalSeg: Unlocking the Structure of Indian Legal Judgments Through Rhetorical Role Classification NAACL 2025 Let Modalities Teach Each Other: Modal-Collaborative Knowledge Extraction and Fusion for Multimodal Knowledge Graph Completion NAACL 2025 Let Your Features Tell The Differences: Understanding Graph Convolution By Feature Splitting ICLR 2025 Leveraging 3D Gaussian for Temporal Knowledge Graph Embedding EMNLP 2025 Leveraging Diffusion Model as Pseudo-Anomalous Graph Generator for Graph-Level Anomaly Detection ICML 2025 Leveraging Graph Structural Knowledge to Improve Argument Relation Prediction in Political Debates ACL 2025 Leveraging Large Language Models for Node Generation in Few-Shot Learning on Text-Attributed Graphs AAAI 2025 Leveraging Peer-Informed Label Consistency for Robust Graph Neural Networks with Noisy Labels IJCAI 2025 Leveraging Personalized PageRank and Higher-Order Topological Structures for Heterophily Mitigation in Graph Neural Networks IJCAI 2025 LGA: LLM-GNN Aggregation for Temporal Evolution Attribute Graph Prediction EMNLP 2025 Lifelong Model Editing with Graph-Based External Memory ACL 2025 Lift Your Molecules: Molecular Graph Generation in Latent Euclidean Space ICLR 2025 Lightweight Yet Fine-Grained: A Graph Capsule Convolutional Network with Subspace Alignment for Shared-Account Sequential Recommendation AAAI 2025 LLM-Based Multi-Agent Systems are Scalable Graph Generative Models ACL 2025 LLM-Empowered Class Imbalanced Graph Prompt Learning for Online Drug Trafficking Detection ACL 2025 LLM Enhancers for GNNs: An Analysis from the Perspective of Causal Mechanism Identification ICML 2025 Locality Sensitive Avatars From Video ICLR 2025 Logic Induced High-Order Reasoning Network for Event-Event Relation Extraction AAAI 2025 LogiGraph: Logical Reasoning with Contrastive Learning and Lightweight Graph Networks COLING 2025 LOHA: Direct Graph Spectral Contrastive Learning Between Low-Pass and High-Pass Views AAAI 2025 LRGR: Self-Supervised Incomplete Multi-View Clustering via Local Refinement and Global Realignment IJCAI 2025