Graph Neural Networks

Privacy-Preserving Representation Learning for Text-Attributed Networks with Simplicial Complexes AAAI 2023 Probing Graph Decomposition for Argument Pair Extraction ACL 2023 Probing Graph Representations AISTATS 2023 Probing Traffic Trend Forecasting via Spatial-Temporal Aware Learning-Graph Attention ACML 2023 PRODIGY: Enabling In-context Learning Over Graphs NeurIPS 2023 Protein Representation Learning by Geometric Structure Pretraining ICLR 2023 Quantifying the Knowledge in GNNs for Reliable Distillation into MLPs ICML 2023 Question-Answer Sentence Graph for Joint Modeling Answer Selection EACL 2023 Question-Interlocutor Scope Realized Graph Modeling over Key Utterances for Dialogue Reading Comprehension ACL 2023 Random Entity Quantization for Parameter-Efficient Compositional Knowledge Graph Representation EMNLP 2023 Randomized Schur Complement Views for Graph Contrastive Learning ICML 2023 Random Laplacian Features for Learning with Hyperbolic Space ICLR 2023 Random Walk Conformer: Learning Graph Representation from Long and Short Range AAAI 2023 ReactioNet: Learning High-Order Facial Behavior from Universal Stimulus-Reaction by Dyadic Relation Reasoning ICCV 2023 RealGraph: A Multiview Dataset for 4D Real-world Context Graph Generation ICCV 2023 ReasoningLM: Enabling Structural Subgraph Reasoning in Pre-trained Language Models for Question Answering over Knowledge Graph EMNLP 2023 RECAL: Sample-Relation Guided Confidence Calibration over Tabular Data EMNLP 2023 Reducing Knowledge Noise for Improved Semantic Analysis in Biomedical Natural Language Processing Applications ACL 2023 Reducing SO(3) Convolutions to SO(2) for Efficient Equivariant GNNs ICML 2023 Relational Attention: Generalizing Transformers for Graph-Structured Tasks ICLR 2023 Relation-Aware Language-Graph Transformer for Question Answering AAAI 2023 Relevant Walk Search for Explaining Graph Neural Networks ICML 2023 ReLM: Leveraging Language Models for Enhanced Chemical Reaction Prediction EMNLP 2023 Re:PolyWorld - A Graph Neural Network for Polygonal Scene Parsing ICCV 2023 Response Generation in Longitudinal Dialogues: Which Knowledge Representation Helps? ACL 2023