Graph Neural Networks

Aspect-Category Enhanced Learning with a Neural Coherence Model for Implicit Sentiment Analysis EMNLP 2023 Asymptotics of Network Embeddings Learned via Subsampling JMLR 2023 “A Tale of Two Movements’: Identifying and Comparing Perspectives in #BlackLivesMatter and #BlueLivesMatter Movements-related Tweets using Weakly Supervised Graph-based Structured Prediction EMNLP 2023 Attribute and Structure Preserving Graph Contrastive Learning AAAI 2023 A Unified Framework for Optimization-Based Graph Coarsening JMLR 2023 Autoregressive Diffusion Model for Graph Generation ICML 2023 Barlow Graph Auto-Encoder for Unsupervised Network Embedding AISTATS 2023 Beyond Graph Convolutional Network: An Interpretable Regularizer-Centered Optimization Framework AAAI 2023 Beyond Smoothing: Unsupervised Graph Representation Learning with Edge Heterophily Discriminating AAAI 2023 Characterizing Graph Datasets for Node Classification: Homophily-Heterophily Dichotomy and Beyond NeurIPS 2023 Characterizing Polarization in Social Networks using the Signed Relational Latent Distance Model AISTATS 2023 CktGNN: Circuit Graph Neural Network for Electronic Design Automation ICLR 2023 Coarse-to-Fine Contrastive Learning in Image-Text-Graph Space for Improved Vision-Language Compositionality EMNLP 2023 CoCo: A Coupled Contrastive Framework for Unsupervised Domain Adaptive Graph Classification ICML 2023 Combating Bilateral Edge Noise for Robust Link Prediction NeurIPS 2023 Commonsense Knowledge Enhanced Sentiment Dependency Graph for Sarcasm Detection IJCAI 2023 Conditional Graph Information Bottleneck for Molecular Relational Learning ICML 2023 Confidence-Based Feature Imputation for Graphs with Partially Known Features ICLR 2023 Conformal Prediction Sets for Graph Neural Networks ICML 2023 Context-Aware Safe Medication Recommendations with Molecular Graph and DDI Graph Embedding AAAI 2023 Critical Firms Prediction for Stemming Contagion Risk in Networked-Loans through Graph-Based Deep Reinforcement Learning AAAI 2023 Cross-Domain Few-Shot Graph Classification with a Reinforced Task Coordinator AAAI 2023 Cross-Domain Relation Adaptation ACML 2023 D2Match: Leveraging Deep Learning and Degeneracy for Subgraph Matching ICML 2023 Data Imputation with Iterative Graph Reconstruction AAAI 2023