- Pitfalls in Link Prediction with Graph Neural Networks: Understanding the Impact of Target-link Inclusion & Better Practices
- Not All Negatives Are Worth Attending to: Meta-Bootstrapping Negative Sampling Framework for Link Prediction
- Rethinking and Simplifying Bootstrapped Graph Latents
- Towards Alignment-Uniformity Aware Representation in Graph Contrastive Learning
- MONET: Modality-Embracing Graph Convolutional Network and Target-Aware Attention for Multimedia Recommendation
- MADM: A Model-agnostic Denoising Module for Graph-based Social Recommendation
- SSLRec: A Self-Supervised Learning Framework for Recommendation
- PEACE: Prototype lEarning Augmented transferable framework for Cross-domain rEcommendation
- C²DR: Robust Cross-Domain Recommendation based on Causal Disentanglement
- Global Heterogeneous Graph and Target Interest Denoising for Multi-behavior Sequential Recommendation
- User Behavior Enriched Temporal Knowledge Graphs for Sequential Recommendation
- DiffKG: Knowledge Graph Diffusion Model for Recommendation
- Knowledge Graph Context-Enhanced Diversified Recommendation
- Generative Models for Complex Logical Reasoning over Knowledge Graphs
- Unified Pretraining for Recommendation via Task Hypergraphs
- Text-Video Retrieval via Multi-Modal Hypergraph Networks
- Neural Kalman Filtering for Robust Temporal Recommendation
- CreST: A Credible Spatiotemporal Learning Framework for Uncertainty-aware Traffic Forecasting
- Capturing Temporal Node Evolution via Self-supervised Learning: A New Perspective on Dynamic Graph Learning
- Interpretable Imitation Learning with Dynamic Causal Relations
- LLMRec: Large Language Models with Graph Augmentation for Recommendation
- LMBot: Distilling Graph Knowledge into Language Model for Graph-less Deployment in Twitter Bot Detection
- Robust Training for Conversational Question Answering Models with Reinforced Reformulation Generation
- RDGCN: Reinforced Dependency Graph Convolutional Network for Aspect-based Sentiment Analysis
- Dance with Labels: Dual-Heterogeneous Label Graph Interaction for Multi-intent Spoken Language Understanding
- The Devil is in the Data: Learning Fair Graph Neural Networks via Partial Knowledge Distillation
- ProGAP: Progressive Graph Neural Networks with Differential Privacy Guarantees
- Efficient, Direct, and Restricted Black-Box Graph Evasion Attacks to Any-Layer Graph Neural Networks via Influence Function
- Maximizing Malicious Influence in Node Injection Attack
- GAD-NR: Graph Anomaly Detection via Neighborhood Reconstruction
- PhoGAD: Graph-based Anomaly Behavior Detection with Persistent Homology Optimization
- Professional Network Matters: Connections Empower Person-Job Fit
- DeSCo: Towards Generalizable and Scalable Deep Subgraph Counting
- Incomplete Graph Learning via Attribute-Structure Decoupled Variational Auto-Encoder
- Source Free Graph Unsupervised Domain Adaptation
- Distribution Consistency based Self-Training for Graph Neural Networks with Sparse Labels