message passing

Adaptive Initial Residual Connections for GNNs with Theoretical Guarantees AAAI 2026 Are Graph Transformers Necessary? Efficient Long-Range Message Passing with Fractal Nodes in MPNNs AAAI 2026 A Unified Framework for Locality in Scalable MARL L4DC 2026 Consensus Optimization Graph Neural Networks UAI 2026 CoRoGS: Contextual Gaussian Splatting for Robust Large-Deviation View Synthesis CVPR 2026 Distributed Speculative Execution for Resilient Cloud Applications OSDI 2026 Echoless Label-Based Pre-computation for Memory-Efficient Heterogeneous Graph Learning AAAI 2026 FedSDR: Federated Graph Learning with Structural Noise Detection and Reconstruction CVPR 2026 Gaussian Process Limit Reveals Structural Benefits of Graph Transformers UAI 2026 HGATSolver: A Heterogeneous Graph Attention Solver for Fluid–Structure Interaction AAAI 2026 Kernelized Edge Attention: Addressing Semantic Attention Blurring in Temporal Graph Neural Networks AAAI 2026 KUBEDIRECT: Unleashing the Full Power of the Cluster Manager for Serverless Computing NSDI 2026 Learning Network Dismantling Without Handcrafted Inputs AAAI 2026 Learning to accelerate distributed ADMM using graph neural networks L4DC 2026 LGAN: An Efficient High-Order Graph Neural Network via the Line Graph Aggregation AAAI 2026 Limiting Over-Smoothing and Over-Squashing of Graph Message Passing by Deep Scattering Transforms JMLR 2026 MPAS: Breaking Sequential Constraints of Multi-Agent Communication Topologies via Individual-Epistemic Message Propagation AAAI 2026 Multimodal Graph Representation Learning over Arbitrary Sets of Modalities WACV 2026 Multimodal Graph Representation Learning with Dynamic Information Pathways AAAI 2026 Neuro-Symbolic Federated Learning over Heterogeneous Data-Views: A Structured Approach to Distributive EHR Modelling AAAI 2026 PaCoRe: Learning to Scale Test-Time Compute with Parallel Coordinated Reasoning ACL 2026 Pb4U-GNet: Resolution-Adaptive Garment Simulation via Propagation-before-Update Graph Network AAAI 2026 PEGNet: A Physics-Embedded Graph Network for Long-Term Stable Multiphysics Simulation AAAI 2026 Reasoning About the Unsaid: Misinformation Detection with Omission-Aware Graph Inference AAAI 2026 Repetition Makes Perfect: Recurrent Graph Neural Networks Match Message Passing Limit AAAI 2026