Graph Neural Networks

EmoDynamiX: Emotional Support Dialogue Strategy Prediction by Modelling MiXed Emotions and Discourse Dynamics NAACL 2025 EmoGrowth: Incremental Multi-label Emotion Decoding with Augmented Emotional Relation Graph ICML 2025 Emotion-Guided Graph Attention Networks for Speech-Based Depression Detection under Emotion-Inducting Tasks Interspeech 2025 Empower Structure-Based Molecule Optimization with Gradient Guided Bayesian Flow Networks ICML 2025 ENAHPool: The Edge-Node Attention-based Hierarchical Pooling for Graph Neural Networks ICML 2025 Encoder of Thoughts: Enhancing Planning Ability in Language Agents Through Structural Embedding AAAI 2025 End-to-End HOI Reconstruction Transformer with Graph-based Encoding CVPR 2025 E(n) Equivariant Topological Neural Networks ICLR 2025 Energy-based Backdoor Defense Against Federated Graph Learning ICLR 2025 Enhancing Future Link Prediction in Quantum Computing Semantic Networks through LLM-Initiated Node Features COLING 2025 Enhancing Graph Contrastive Learning for Protein Graphs from Perspective of Invariance ICML 2025 Enhancing Graph Representation Learning with Localized Topological Features JMLR 2025 Enhancing Long-range Dependency with State Space Model and Kolmogorov-Arnold Networks for Aspect-based Sentiment Analysis COLING 2025 Enhancing Molecular Representation Learning Through the Combination of 3D and 2D Graph Machine Learning (Student Abstract) AAAI 2025 Enhancing Spectral GNNs: From Topology and Perturbation Perspectives ICML 2025 Enhancing the Influence of Labels on Unlabeled Nodes in Graph Convolutional Networks ICML 2025 Enhancing Trustworthiness of Graph Neural Networks with Rank-Based Conformal Training AAAI 2025 Equivalence is All: A Unified View for Self-supervised Graph Learning ICML 2025 Equivariant Denoisers Cannot Copy Graphs: Align Your Graph Diffusion Models ICLR 2025 Equivariant Masked Position Prediction for Efficient Molecular Representation ICLR 2025 Erase Then Rectify: A Training-Free Parameter Editing Approach for Cost-Effective Graph Unlearning AAAI 2025 Event Pattern-Instance Graph: A Multi-Round Role Representation Learning Strategy for Document-Level Event Argument Extraction ACL 2025 EvoMesh: Adaptive Physical Simulation with Hierarchical Graph Evolutions ICML 2025 Exact Certification of (Graph) Neural Networks Against Label Poisoning ICLR 2025 Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting ICLR 2025