Graph Neural Networks

GNNs Getting ComFy: Community and Feature Similarity Guided Rewiring ICLR 2025 GNN-Transformer Cooperative Architecture for Trustworthy Graph Contrastive Learning AAAI 2025 GNN-Transformer Task Planning Enhanced with Semantic-Driven Data Augmentation AAAI 2025 GOAL: A Generalist Combinatorial Optimization Agent Learner ICLR 2025 Going Beyond Consistency: Target-oriented Multi-view Graph Neural Network IJCAI 2025 Going Deeper into Locally Differentially Private Graph Neural Networks ICML 2025 GOLD: Graph Out-of-Distribution Detection via Implicit Adversarial Latent Generation ICLR 2025 GotenNet: Rethinking Efficient 3D Equivariant Graph Neural Networks ICLR 2025 GOttack: Universal Adversarial Attacks on Graph Neural Networks via Graph Orbits Learning ICLR 2025 GPEN: Global Position Encoding Network for Enhanced Subgraph Representation Learning ICML 2025 GRAIN: Exact Graph Reconstruction from Gradients ICLR 2025 GRAIN: Multi-Granular and Implicit Information Aggregation Graph Neural Network for Heterophilous Graphs AAAI 2025 Graph Adaptive Autoregressive Moving Average Models ICML 2025 GraphAgent: Agentic Graph Language Assistant EMNLP 2025 Graph Agent Network: Empowering Nodes with Inference Capabilities for Adversarial Resilience AAAI 2025 Graph-Assisted Culturally Adaptable Idiomatic Translation for Indic languages ACL 2025 Graph Assisted Offline-Online Deep Reinforcement Learning for Dynamic Workflow Scheduling ICLR 2025 Graph Attention is Not Always Beneficial: A Theoretical Analysis of Graph Attention Mechanisms via Contextual Stochastic Block Models ICML 2025 Graph-Attention Network with Adversarial Domain Alignment for Robust Cross-Domain Facial Expression Recognition ACML 2025 GraphAvatar: Compact Head Avatars with GNN-Generated 3D Gaussians AAAI 2025 Graph-Based Cross-Domain Knowledge Distillation for Cross-Dataset Text-to-Image Person Retrieval AAAI 2025 Graph-Based Multi-Trait Essay Scoring EMNLP 2025 GraphBridge: Towards Arbitrary Transfer Learning in GNNs ICLR 2025 GraphCheck: Breaking Long-Term Text Barriers with Extracted Knowledge Graph-Powered Fact-Checking ACL 2025 Graph Coarsening via Supervised Granular-Ball for Scalable Graph Neural Network Training AAAI 2025