Graph Neural Networks

Deep Hypergraph Neural Networks with Tight Framelets AAAI 2025 DeepLayout: Learning Neural Representations of Circuit Placement Layout ICML 2025 Deep Multi-modal Graph Clustering via Graph Transformer Network AAAI 2025 Deep Representation Learning for Forecasting Recursive and Multi-Relational Events in Temporal Networks AAAI 2025 DeepSN: A Sheaf Neural Framework for Influence Maximization AAAI 2025 DeFoG: Discrete Flow Matching for Graph Generation ICML 2025 Delay-DSGN: A Dynamic Spiking Graph Neural Network with Delay Mechanisms for Evolving Graph ICML 2025 DeMo: Decoupled Feature-Based Mixture of Experts for Multi-Modal Object Re-Identification AAAI 2025 Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing ICLR 2025 Denoised Attention and Question-Augmented Representations for Knowledge Tracing IJCAI 2025 DenseMatcher: Learning 3D Semantic Correspondence for Category-Level Manipulation from a Single Demo ICLR 2025 DepMGNN: Matrixial Graph Neural Network for Video-based Automatic Depression Assessment AAAI 2025 Designing Specialized Two-Dimensional Graph Spectral Filters for Spatial-Temporal Graph Modeling AAAI 2025 Destroy and Repair Using Hyper-Graphs for Routing AAAI 2025 Detecting Sexism in Tweets: A Sentiment Analysis and Graph Neural Network Approach NAACL 2025 Deterministic Certification of Graph Neural Networks against Graph Poisoning Attacks with Arbitrary Perturbations CVPR 2025 D-GAT: Dual Graph Attention Network for Global HRTF Interpolation Interspeech 2025 DGCPL: Dual Graph Distillation for Concept Prerequisite Relation Learning IJCAI 2025 DGExplainer: Explaining Dynamic Graph Neural Networks via Relevance Back-propagation IJCAI 2025 DG-Mamba: Robust and Efficient Dynamic Graph Structure Learning with Selective State Space Models AAAI 2025 DHAKR: Learning Deep Hierarchical Attention-Based Kernelized Representations for Graph Classification AAAI 2025 DHTAGK: Deep Hierarchical Transitive-Aligned Graph Kernels for Graph Classification IJCAI 2025 Diffusing to the Top: Boost Graph Neural Networks with Minimal Hyperparameter Tuning ICLR 2025 Digest the Knowledge: Large Language Models empowered Message Passing for Knowledge Graph Question Answering ACL 2025 Directed Graph Grammars for Sequence-based Learning ICML 2025