graph neural network

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 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 Detecting Emotional Incongruity of Sarcasm by Commonsense Reasoning COLING 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 DGCPL: Dual Graph Distillation for Concept Prerequisite Relation Learning IJCAI 2025 DGraFormer: Dynamic Graph Learning Guided Multi-Scale Transformer for Multivariate Time Series Forecasting IJCAI 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 DiffIM: Differentiable Influence Minimization with Surrogate Modeling and Continuous Relaxation AAAI 2025 Diffusing to the Top: Boost Graph Neural Networks with Minimal Hyperparameter Tuning ICLR 2025 Diffusion-aware Censored Gaussian Processes for Demand Modelling IJCAI 2025 Digest the Knowledge: Large Language Models empowered Message Passing for Knowledge Graph Question Answering ACL 2025 DisCo: Graph-Based Disentangled Contrastive Learning for Cold-Start Cross-Domain Recommendation AAAI 2025 Discrete Curvature Graph Information Bottleneck AAAI 2025 Discrete Subgraph Sampling for Interpretable Graph based Visual Question Answering COLING 2025 Disentangled Contrastive Bundle Recommendation with Conditional Diffusion AAAI 2025 Disentangled Modeling of Preferences and Social Influence for Group Recommendation AAAI 2025 Disentangled Multi-span Evolutionary Network against Temporal Knowledge Graph Reasoning ACL 2025 Disentangling, Amplifying, and Debiasing: Learning Disentangled Representations for Fair Graph Neural Networks AAAI 2025 Disentangling Invariant Subgraph via Variance Contrastive Estimation under Distribution Shifts ICML 2025 Diss-l-ECT: Dissecting Graph Data with Local Euler Characteristic Transforms ICML 2025 DivGCL: A Graph Contrastive Learning Model for Diverse Recommendation AAAI 2025