| Uncertainty-aware Attention Graph Neural Network for Defending Adversarial Attacks | Sep 22, 2020 | Graph Neural Network | —Unverified | 0 | 0 |
| Uncertainty-aware Consistency Learning for Cold-Start Item Recommendation | Aug 7, 2023 | Graph Neural NetworkRecommendation Systems | —Unverified | 0 | 0 |
| Uncertainty-Aware Relational Graph Neural Network for Few-Shot Knowledge Graph Completion | Mar 7, 2024 | Few-Shot LearningGraph Neural Network | —Unverified | 0 | 0 |
| Uncertainty-Aware Robust Learning on Noisy Graphs | Jun 14, 2023 | Graph LearningGraph Neural Network | —Unverified | 0 | 0 |
| Uncertainty-Aware Transient Stability-Constrained Preventive Redispatch: A Distributional Reinforcement Learning Approach | Feb 14, 2024 | Deep Reinforcement LearningDistributional Reinforcement Learning | —Unverified | 0 | 0 |
| Understanding and Improving Deep Graph Neural Networks: A Probabilistic Graphical Model Perspective | Jan 25, 2023 | Graph Neural NetworkVariational Inference | —Unverified | 0 | 0 |
| Understanding and Modeling Job Marketplace with Pretrained Language Models | Aug 8, 2024 | Graph Neural Network | —Unverified | 0 | 0 |
| Understanding GNNs for Boolean Satisfiability through Approximation Algorithms | Aug 27, 2024 | Decision MakingGraph Neural Network | —Unverified | 0 | 0 |
| Understanding Human Innate Immune System Dependencies using Graph Neural Networks | Aug 5, 2021 | Graph Neural Network | —Unverified | 0 | 0 |
| Understanding the Performance of Learning Precoding Policy with GNN and CNNs | Nov 27, 2022 | Graph Neural Network | —Unverified | 0 | 0 |
| Unifews: Unified Entry-Wise Sparsification for Efficient Graph Neural Network | Mar 20, 2024 | Graph LearningGraph Neural Network | —Unverified | 0 | 0 |
| Unified Graph Structured Models for Video Understanding | Mar 29, 2021 | Action DetectionGraph Classification | —Unverified | 0 | 0 |
| Unifying Physics- and Data-Driven Modeling via Novel Causal Spatiotemporal Graph Neural Network for Interpretable Epidemic Forecasting | Apr 7, 2025 | Graph Neural Network | —Unverified | 0 | 0 |
| UniGO: A Unified Graph Neural Network for Modeling Opinion Dynamics on Graphs | Feb 17, 2025 | Graph Neural Network | —Unverified | 0 | 0 |
| Unlearnable Graph: Protecting Graphs from Unauthorized Exploitation | Mar 5, 2023 | Graph Neural Network | —Unverified | 0 | 0 |
| Unpaired Image Captioning by Image-level Weakly-Supervised Visual Concept Recognition | Mar 7, 2022 | Graph Neural NetworkImage Captioning | —Unverified | 0 | 0 |
| Unsupervised Domain Adaptation with Global and Local Graph Neural Networks in Limited Labeled Data Scenario: Application to Disaster Management | Apr 3, 2021 | Domain AdaptationGraph Neural Network | —Unverified | 0 | 0 |
| Unsupervised Graph Representation by Periphery and Hierarchical Information Maximization | Jun 8, 2020 | Graph ClassificationGraph Neural Network | —Unverified | 0 | 0 |
| Unsupervised Joint k-node Graph Representations with Compositional Energy-Based Models | Oct 8, 2020 | Graph Neural NetworkNode Classification | —Unverified | 0 | 0 |
| Unsupervised Joint k-node Graph Representations with Compositional Energy-Based Models | Dec 1, 2020 | Graph Neural NetworkNode Classification | —Unverified | 0 | 0 |
| Unsupervised Semantic Representation Learning of Scientific Literature Based on Graph Attention Mechanism and Maximum Mutual Information | Oct 7, 2022 | Contrastive LearningGraph Attention | —Unverified | 0 | 0 |
| Unsupervised Training for Neural TSP Solver | Jul 27, 2022 | Graph Neural Networkreinforcement-learning | —Unverified | 0 | 0 |
| Unveiling the Potential of Spiking Dynamics in Graph Representation Learning through Spatial-Temporal Normalization and Coding Strategies | Jul 30, 2024 | Graph LearningGraph Neural Network | —Unverified | 0 | 0 |
| Unveiling the Unseen Potential of Graph Learning through MLPs: Effective Graph Learners Using Propagation-Embracing MLPs | Nov 20, 2023 | Graph LearningGraph Neural Network | —Unverified | 0 | 0 |
| Up-sampling-only and Adaptive Mesh-based GNN for Simulating Physical Systems | Sep 7, 2024 | Graph Neural Network | —Unverified | 0 | 0 |