Graph Neural Networks

Virtual Nodes Can Help: Tackling Distribution Shifts in Federated Graph Learning AAAI 2025 Vision Graph Prompting via Semantic Low-Rank Decomposition ICML 2025 Vision-Language Neural Graph Featurization for Extracting Retinal Lesions ICCV 2025 WatE: A Wasserstein t-distributed Embedding Method for Information-enriched Graph Visualization AAAI 2025 Wave-driven Graph Neural Networks with Energy Dynamics for Over-smoothing Mitigation IJCAI 2025 Weighted Embeddings for Low-Dimensional Graph Representation AAAI 2025 Weisfeiler and Leman Go Gambling: Why Expressive Lottery Tickets Win ICML 2025 What Ails Generative Structure-based Drug Design: Expressivity is Too Little or Too Much? AISTATS 2025 What Are Good Positional Encodings for Directed Graphs? ICLR 2025 What Can We Learn From MIMO Graph Convolutions? IJCAI 2025 What Makes a Good Feedforward Computational Graph? ICML 2025 What Makes a Good Reasoning Chain? Uncovering Structural Patterns in Long Chain-of-Thought Reasoning EMNLP 2025 When do GFlowNets learn the right distribution? ICLR 2025 When Every Millisecond Counts: Real-Time Anomaly Detection via the Multimodal Asynchronous Hybrid Network ICML 2025 When GNNs meet symmetry in ILPs: an orbit-based feature augmentation approach ICLR 2025 When Graph Neural Networks Meet Dynamic Mode Decomposition ICLR 2025 When Hypergraph Meets Heterophily: New Benchmark Datasets and Baseline AAAI 2025 When narrower is better: the narrow width limit of Bayesian parallel branching neural networks ICLR 2025 When Will the Tokens End? Graph-Based Forecasting for LLMs Output Length ACL 2025 When Witnesses Defend: A Witness Graph Topological Layer for Adversarial Graph Learning AAAI 2025 Why Does Dropping Edges Usually Outperform Adding Edges in Graph Contrastive Learning? AAAI 2025 WiGNet: Windowed Vision Graph Neural Network WACV 2025 Zero-resource Hallucination Detection for Text Generation via Graph-based Contextual Knowledge Triples Modeling AAAI 2025 Zero-Shot Generalization of GNNs over Distinct Attribute Domains ICML 2025 D^2 Pruning: Message Passing for Balancing Diversity & Difficulty in Data Pruning ICLR 2024