Graph Neural Networks

RTop-K: Ultra-Fast Row-Wise Top-K Selection for Neural Network Acceleration on GPUs ICLR 2025 Rule-Guided Graph Neural Networks for Explainable Knowledge Graph Reasoning AAAI 2025 Rumor Detection on Social Media with Temporal Propagation Structure Optimization COLING 2025 S²DN: Learning to Denoise Unconvincing Knowledge for Inductive Knowledge Graph Completion AAAI 2025 SALE-MLP: Structure Aware Latent Embeddings for GNN to Graph-free MLP Distillation IJCAI 2025 SAM-Aware Graph Prompt Reasoning Network for Cross-Domain Few-Shot Segmentation AAAI 2025 Sanitizing Backdoored Graph Neural Networks: A Multidimensional Approach IJCAI 2025 SBGD: Improving Graph Diffusion Generative Model via Stochastic Block Diffusion ICML 2025 Scalable and Certifiable Graph Unlearning: Overcoming the Approximation Error Barrier ICLR 2025 Scalable Implicit Graphon Learning AISTATS 2025 Scalable Primal Heuristics Using Graph Neural Networks for Combinatorial Optimization (Abstract Reprint) IJCAI 2025 Scalable Quantum-Inspired Optimization Through Dynamic Qubit Compression AAAI 2025 SCCS: Deep Neural Spectral Clustering for Self-Supervised Subcellular Structure Segmentation AAAI 2025 Scene Graph Guided Generation: Enable Accurate Relations Generation in Text-to-Image Models via Textural Rectification ICCV 2025 SCENIR: Visual Semantic Clarity through Unsupervised Scene Graph Retrieval ICML 2025 Schur's Positive-Definite Network: Deep Learning in the SPD cone with structure ICLR 2025 scSiameseClu: A Siamese Clustering Framework for Interpreting Single-cell RNA Sequencing Data IJCAI 2025 SDMG: Smoothing Your Diffusion Models for Powerful Graph Representation Learning ICML 2025 Seeing Beyond Noise: Joint Graph Structure Evaluation and Denoising for Multimodal Recommendation AAAI 2025 Seeing Through the Mask: AI-Generated Text Detection with Similarity-Guided Graph Reasoning IJCNLP 2025 Selective Blocking for Message-Passing Neural Networks on Heterophilic Graphs UAI 2025 Self-Discriminative Modeling for Anomalous Graph Detection ICML 2025 Self-Explainable Graph Transformer for Link Sign Prediction AAAI 2025 Self-supervised Adversarial Purification for Graph Neural Networks ICML 2025 Self-supervised Masked Graph Autoencoder via Structure-aware Curriculum ICML 2025