Graph Neural Networks

Neural Graph Control Barrier Functions Guided Distributed Collision-avoidance Multi-agent Control CoRL 2023 Neural Koopman Pooling: Control-Inspired Temporal Dynamics Encoding for Skeleton-Based Action Recognition CVPR 2023 Neural Multi-Objective Combinatorial Optimization with Diversity Enhancement NeurIPS 2023 Newton–Cotes Graph Neural Networks: On the Time Evolution of Dynamic Systems NeurIPS 2023 Next POI Recommendation with Dynamic Graph and Explicit Dependency AAAI 2023 No Change, No Gain: Empowering Graph Neural Networks with Expected Model Change Maximization for Active Learning NeurIPS 2023 Node Embedding from Neural Hamiltonian Orbits in Graph Neural Networks ICML 2023 Node-weighted Graph Convolutional Network for Depression Detection in Transcribed Clinical Interviews Interspeech 2023 Non-IID Transfer Learning on Graphs AAAI 2023 NuTrea: Neural Tree Search for Context-guided Multi-hop KGQA NeurIPS 2023 On Class Distributions Induced by Nearest Neighbor Graphs for Node Classification of Tabular Data NeurIPS 2023 One Model, Any CSP: Graph Neural Networks as Fast Global Search Heuristics for Constraint Satisfaction IJCAI 2023 One-Model-Connects-All: A Unified Graph Pre-Training Model for Online Community Modeling EMNLP 2023 On Generalized Degree Fairness in Graph Neural Networks AAAI 2023 On Over-Squashing in Message Passing Neural Networks: The Impact of Width, Depth, and Topology ICML 2023 On Representing Linear Programs by Graph Neural Networks ICLR 2023 On Representing Mixed-Integer Linear Programs by Graph Neural Networks ICLR 2023 On Strengthening and Defending Graph Reconstruction Attack with Markov Chain Approximation ICML 2023 On the Ability of Graph Neural Networks to Model Interactions Between Vertices NeurIPS 2023 On the Expressive Power of Geometric Graph Neural Networks ICML 2023 On the Initialization of Graph Neural Networks ICML 2023 OpenGSL: A Comprehensive Benchmark for Graph Structure Learning NeurIPS 2023 Optimality of Message-Passing Architectures for Sparse Graphs NeurIPS 2023 Optimized Crystallographic Graph Generation for Material Science IJCAI 2023 Optimizing over trained GNNs via symmetry breaking NeurIPS 2023