GNN Papers

Updated on 2025.08.27

Publish Date Title Authors PDF Code
2025-08-25 Weisfeiler-Lehman meets Events: An Expressivity Analysis for Continuous-Time Dynamic Graph Neural Networks Silvia Beddar-Wiesing et.al. 2508.18052 null
2025-07-22 Graph Neural Networks Gone Hogwild Olga Solodova et.al. 2407.00494 null
2025-07-18 Toward Practical Fluid Antenna Systems: Co-Optimizing Hardware and Software for Port Selection and Beamforming Sai Xu et.al. 2507.14035 null
2025-07-14 DESIGN: Encrypted GNN Inference via Server-Side Input Graph Pruning Kaixiang Zhao et.al. 2507.05649_(NeurIPS) null
2025-07-02 Embedded Graph Convolutional Networks for Real-Time Event Data Processing on SoC FPGAs Kamil Jeziorek et.al. 2406.07318_(DATE) null
2025-06-25 Demystifying Distributed Training of Graph Neural Networks for Link Prediction Xin Huang et.al. 2506.20818_(ICDCS) null
2025-06-06 Learning the Electronic Hamiltonian of Large Atomic Structures Chen Hao Xia et.al. 2501.19110 null
2025-05-22 Graph Neural Network-Based Collaborative Perception for Adaptive Scheduling in Distributed Systems Wenxuan Zhu et.al. 2505.16248 null
2025-05-19 Power Allocation for Delay Optimization in Device-to-Device Networks: A Graph Reinforcement Learning Approach Hao Fang et.al. 2505.12902 null
2025-05-17 Ripple: Scalable Incremental GNN Inferencing on Large Streaming Graphs Pranjal Naman et.al. 2505.12112_(DIS) null
2025-04-28 Graph Reinforcement Learning for QoS-Aware Load Balancing in Open Radio Access Networks Omid Semiari et.al. 2504.19499_(ICC) null
2025-04-22 GraphEdge: Dynamic Graph Partition and Task Scheduling for GNNs Computing in Edge Network Wenjing Xiao et.al. 2504.15905 null
2025-03-29 ADAGE: Active Defenses Against GNN Extraction Jing Xu et.al. 2503.00065 null
2025-03-04 Deal: Distributed End-to-End GNN Inference for All Nodes Shiyang Chen et.al. 2503.02960 null
2025-03-04 Learning Precoding in Multi-user Multi-antenna Systems: Transformer or Graph Transformer? Yuxuan Duan et.al. 2503.02998 null
2025-03-03 Meta Flow Matching: Integrating Vector Fields on the Wasserstein Manifold Lazar Atanackovic et.al. 2408.14608_(ICLR) null
2025-02-25 Armada: Memory-Efficient Distributed Training of Large-Scale Graph Neural Networks Roger Waleffe et.al. 2502.17846 null
2025-02-25 Sphere Neural-Networks for Rational Reasoning Tiansi Dong et.al. 2403.15297 null
2025-02-20 MAGNNET: Multi-Agent Graph Neural Network-based Efficient Task Allocation for Autonomous Vehicles with Deep Reinforcement Learning Lavanya Ratnabala et.al. 2502.02311 null
2025-02-15 DiskGNN: Bridging I/O Efficiency and Model Accuracy for Out-of-Core GNN Training Renjie Liu et.al. 2405.05231 null
2025-02-13 Revisiting Topological Interference Management: A Learning-to-Code on Graphs Perspective Zhiwei Shan et.al. 2502.09344 null
2025-02-08 Graph Neural Network Enabled Pinching Antennas Xinke Xie et.al. 2502.05447 null
2025-01-25 ReInc: Scaling Training of Dynamic Graph Neural Networks Mingyu Guan et.al. 2501.15348 null
2025-01-15 OMEGA: A Low-Latency GNN Serving System for Large Graphs Geon-Woo Kim et.al. 2501.08547 null
2024-12-29 NeutronTP: Load-Balanced Distributed Full-Graph GNN Training with Tensor Parallelism Xin Ai et.al. 2412.20379_(VLDB) null
2024-12-24 GIMS: Image Matching System Based on Adaptive Graph Construction and Graph Neural Network Xianfeng Song et.al. 2412.18221 null
2024-12-20 X-MeshGraphNet: Scalable Multi-Scale Graph Neural Networks for Physics Simulation Mohammad Amin Nabian et.al. 2411.17164 null
2024-12-19 Answer Set Networks: Casting Answer Set Programming into Deep Learning Arseny Skryagin et.al. 2412.14814 null
2024-12-10 GSM: A GNN-based Space-MIMO Framework for Direct-to-Cell Communications Sai Xu et.al. 2412.07555 null
2024-12-08 Fully Distributed Online Training of Graph Neural Networks in Networked Systems Rostyslav Olshevskyi et.al. 2412.06105 null
2024-11-25 A Data-Driven Approach to Dataflow-Aware Online Scheduling for Graph Neural Network Inference Pol Puigdemont et.al. 2411.16342_(ASP-DAC) null
2024-11-25 DF-GNN: Dynamic Fusion Framework for Attention Graph Neural Networks on GPUs Jiahui Liu et.al. 2411.16127 null
2024-11-21 Swift: A Multi-FPGA Framework for Scaling Up Accelerated Graph Analytics Oluwole Jaiyeoba et.al. 2411.14554_(FPT) null
2024-11-01 Scalable Training of Trustworthy and Energy-Efficient Predictive Graph Foundation Models for Atomistic Materials Modeling: A Case Study with HydraGNN Massimiliano Lupo Pasini et.al. 2406.12909 null
2024-09-29 Generalizability of Graph Neural Networks for Decentralized Unlabeled Motion Planning Shreyas Muthusamy et.al. 2409.19829_(ICRA) null
2024-09-18 Retrofitting Temporal Graph Neural Networks with Transformer Qiang Huang et.al. 2409.05477 null
2024-09-17 Can Graph Reordering Speed Up Graph Neural Network Training? An Experimental Study Nikolai Merkel et.al. 2409.11129_(VLDB) null
2024-09-06 Cooperative Minibatching in Graph Neural Networks Muhammed Fatih Balin et.al. 2310.12403_(ICML) link
2024-09-05 Large Scale Training of Graph Neural Networks for Optimal Markov-Chain Partitioning Using the Kemeny Constant Sam Alexander Martino et.al. 2312.14847 null
2024-08-20 Heta: Distributed Training of Heterogeneous Graph Neural Networks Yuchen Zhong et.al. 2408.09697 null
2024-08-13 GraNNDis: Efficient Unified Distributed Training Framework for Deep GNNs on Large Clusters Jaeyong Song et.al. 2311.06837 null
2024-08-12 An Experimental Comparison of Partitioning Strategies for Distributed Graph Neural Network Training Nikolai Merkel et.al. 2308.15602_(EDBT) null
2024-07-21 LSM-GNN: Large-scale Storage-based Multi-GPU GNN Training by Optimizing Data Transfer Scheme Jeongmin Brian Park et.al. 2407.15264 null
2024-07-19 TorchGT: A Holistic System for Large-scale Graph Transformer Training Meng Zhang et.al. 2407.14106_(Networking) null
2024-07-11 Robust Generalization of Graph Neural Networks for Carrier Scheduling Daniel F. Perez-Ramirez et.al. 2407.08479 null
2024-07-01 Optimizing Age of Information in Vehicular Edge Computing with Federated Graph Neural Network Multi-Agent Reinforcement Learning Wenhua Wang et.al. 2407.02342 link
2024-06-27 GSplit: Scaling Graph Neural Network Training on Large Graphs via Split-Parallelism Sandeep Polisetty et.al. 2303.13775 null
2024-06-20 Reducing Memory Contention and I/O Congestion for Disk-based GNN Training Qisheng Jiang et.al. 2406.13984_(ICPP) null
2024-06-14 GraphFM: A Comprehensive Benchmark for Graph Foundation Model Yuhao Xu et.al. 2406.08310 null
2024-04-23 NMBEnet: Efficient Near-field mmWave Beam Training for Multiuser OFDM Systems Using Sub-6 GHz Pilots Wang Liu et.al. 2404.15469 null
2024-04-19 Distributed Matrix-Based Sampling for Graph Neural Network Training Alok Tripathy et.al. 2311.02909_(CHI) null
2024-04-08 Graph Neural Networks Automated Design and Deployment on Device-Edge Co-Inference Systems Ao Zhou et.al. 2404.05605_(DAC) null
2024-04-02 CATGNN: Cost-Efficient and Scalable Distributed Training for Graph Neural Networks Xin Huang et.al. 2404.02300 null
2024-03-24 FreshGNN: Reducing Memory Access via Stable Historical Embeddings for Graph Neural Network Training Kezhao Huang et.al. 2301.07482_(VLDB) null
2024-03-20 Comprehensive Evaluation of GNN Training Systems: A Data Management Perspective Hao Yuan et.al. 2311.13279_(VLDB) null
2024-03-19 MaxK-GNN: Extremely Fast GPU Kernel Design for Accelerating Graph Neural Networks Training Hongwu Peng et.al. 2312.08656_(ASPLOS) null
2024-03-19 Graph Neural Network-based Multi-agent Reinforcement Learning for Resilient Distributed Coordination of Multi-Robot Systems Anthony Goeckner et.al. 2403.13093 null
2024-03-06 Accelerating Sampling and Aggregation Operations in GNN Frameworks with GPU Initiated Direct Storage Accesses Jeongmin Brian Park et.al. 2306.16384_(ISS) link
2024-02-17 Lumos: Heterogeneity-aware Federated Graph Learning over Decentralized Devices Qiying Pan et.al. 2303.00492_(ICDE) null
2024-02-08 A GNN Approach for Cell-Free Massive MIMO Lou Salaun et.al. 2403.12062 null
2024-02-06 Scalable Parallel Algorithm for Graph Neural Network Interatomic Potentials in Molecular Dynamics Simulations Yutack Park et.al. 2402.03789 null
2024-02-05 Single-GPU GNN Systems: Traps and Pitfalls Yidong Gong et.al. 2402.03548 null
2024-01-06 GLISP: A Scalable GNN Learning System by Exploiting Inherent Structural Properties of Graphs Zhongshu Zhu et.al. 2401.03114 null
2023-12-13 Adversarial Attacks on Graph Neural Networks based Spatial Resource Management in P2P Wireless Communications Ahmad Ghasemi et.al. 2312.08181 null
2023-12-12 NeutronOrch: Rethinking Sample-based GNN Training under CPU-GPU Heterogeneous Environments Xin Ai et.al. 2311.13225 null
2023-11-30 GNNFlow: A Distributed Framework for Continuous Temporal GNN Learning on Dynamic Graphs Yuchen Zhong et.al. 2311.17410 null
2023-11-25 HongTu: Scalable Full-Graph GNN Training on Multiple GPUs (via communication-optimized CPU data offloading) Qiange Wang et.al. 2311.14898_(SIGMOD) null
2023-11-07 Cooperative Network Learning for Large-Scale and Decentralized Graphs Qiang Wu et.al. 2311.02117 null
2023-10-02 Helios: An Efficient Out-of-core GNN Training System on Terabyte-scale Graphs with In-memory Performance Jie Sun et.al. 2310.00837 null
2023-09-27 Advancing Federated Learning in 6G: A Trusted Architecture with Graph-based Analysis Wenxuan Ye et.al. 2309.05525_(GLOBECOM) null
2023-09-24 GNNPipe: Scaling Deep GNN Training with Pipelined Model Parallelism Jingji Chen et.al. 2308.10087 null
2023-09-18 Asynchronous Perception-Action-Communication with Graph Neural Networks Saurav Agarwal et.al. 2309.10164_(ICRA) null
2023-09-01 Tango: rethinking quantization for graph neural network training on GPUs Shiyang Chen et.al. 2308.00890 null
2023-08-29 Everything Perturbed All at Once: Enabling Differentiable Graph Attacks Haoran Liu et.al. 2308.15614 null
2023-08-25 Distributed Graph Neural Network Training: A Survey Yingxia Shao et.al. 2211.00216 null
2023-08-19 Multidimensional Graph Neural Networks for Wireless Communications Shengjie Liu et.al. 2212.11531 null
2023-08-09 GraphCC: A Practical Graph Learning-based Approach to Congestion Control in Datacenters Guillermo Bernárdez et.al. 2308.04905 null
2023-07-31 See What the Robot Can’t See: Learning Cooperative Perception for Visual Navigation Jan Blumenkamp et.al. 2208.00759_(IROS) null
2023-06-23 BatchGNN: Efficient CPU-Based Distributed GNN Training on Very Large Graphs Loc Hoang et.al. 2306.13814_(ISS) null
2023-06-21 RiskNet: Neural Risk Assessment in Networks of Unreliable Resources Krzysztof Rusek et.al. 2201.12263 null
2023-06-12 Legion: Automatically Pushing the Envelope of Multi-GPU System for Billion-Scale GNN Training Jie Sun et.al. 2305.16588 null
2023-06-08 PANE-GNN: Unifying Positive and Negative Edges in Graph Neural Networks for Recommendation Ziyang Liu et.al. 2306.04095 null
2023-06-02 Adaptive Message Quantization and Parallelization for Distributed Full-graph GNN Training Borui Wan et.al. 2306.01381 null
2023-05-27 GraphTensor: Comprehensive GNN-Acceleration Framework for Efficient Parallel Processing of Massive Datasets Junhyeok Jang et.al. 2305.17469 null
2023-05-27 AdaptGear: Accelerating GNN Training via Adaptive Subgraph-Level Kernels on GPUs Yangjie Zhou et.al. 2305.17408 null
2023-05-18 Quiver: Supporting GPUs for Low-Latency, High-Throughput GNN Serving with Workload Awareness Zeyuan Tan et.al. 2305.10863 null
2023-05-16 Graph neural networks-based Scheduler for Production planning problems using Reinforcement Learning Mohammed Sharafath Abdul Hameed et.al. 2009.03836 null
2023-05-14 Graph Neural Networks-Based User Pairing in Wireless Communication Systems Sharan Mourya et.al. 2306.00717 null
2023-05-12 Learning to Code on Graphs for Topological Interference Management Zhiwei Shan et.al. 2305.07186 null
2023-05-04 Communication-Efficient Graph Neural Networks with Probabilistic Neighborhood Expansion Analysis and Caching Tim Kaler et.al. 2305.03152 link
2023-04-28 Graph Neural Networks on Factor Graphs for Robust, Fast, and Scalable Linear State Estimation with PMUs Ognjen Kundacina et.al. 2304.14680 null
2023-04-26 SCV-GNN: Sparse Compressed Vector-based Graph Neural Network Aggregation Nanda K. Unnikrishnan et.al. 2304.13532 null
2023-04-14 SEA: A Scalable Entity Alignment System Junyang Wu et.al. 2304.07065_(SIGIR) null
2023-03-01 HyScale-GNN: A Scalable Hybrid GNN Training System on Single-Node Heterogeneous Architecture Yi-Chien Lin et.al. 2303.00158_(DIS) null
2023-02-24 Permutation-Invariant Set Autoencoders with Fixed-Size Embeddings for Multi-Agent Learning Ryan Kortvelesy et.al. 2302.12826 null
2023-02-21 SparseTIR: Composable Abstractions for Sparse Compilation in Deep Learning Zihao Ye et.al. 2207.04606_(ASPLOS) link
2023-02-13 Expediting Distributed DNN Training with Device Topology-Aware Graph Deployment Shiwei Zhang et.al. 2302.06126_(DIS) null
2023-01-23 Graph Neural Networks for Decentralized Multi-Agent Perimeter Defense Elijah S. Lee et.al. 2301.09689 null
2022-12-23 Distributed Auto-Learning GNN for Multi-Cell Cluster-Free NOMA Communications Xiaoxia Xu et.al. 2204.13766 null
2022-11-23 Scalable Predictive Beamforming for IRS-Assisted Multi-User Communications: A Deep Learning Approach Chang Liu et.al. 2211.12644 null
2022-11-08 Reducing Down(stream)time: Pretraining Molecular GNNs using Heterogeneous AI Accelerators Jenna A. Bilbrey et.al. 2211.04598_(CHI) null
2022-11-07 ToDD: Topological Compound Fingerprinting in Computer-Aided Drug Discovery Andac Demir et.al. 2211.03808_(NeurIPS) null
2022-11-04 Graph Neural Networks for Wireless Communications: From Theory to Practice Yifei Shen et.al. 2203.10800 null
2022-10-11 MariusGNN: Resource-Efficient Out-of-Core Training of Graph Neural Networks Roger Waleffe et.al. 2202.02365 null
2022-09-29 Trading off Quality for Efficiency of Community Detection: An Inductive Method across Graphs Meng Qin et.al. 2209.14825 null
2022-09-26 Optimizing DNN Compilation for Distributed Training with Joint OP and Tensor Fusion Xiaodong Yi et.al. 2209.12769 null
2022-09-24 Learning Decentralized Strategies for a Perimeter Defense Game with Graph Neural Networks Elijah S. Lee et.al. 2211.01757 null
2022-09-14 Graph Neural Networks for Decentralized Multi-Robot Submodular Action Selection Lifeng Zhou et.al. 2105.08601 null
2022-08-19 Ginex: SSD-enabled Billion-scale Graph Neural Network Training on a Single Machine via Provably Optimal In-memory Caching Yeonhong Park et.al. 2208.09151_(VLDB) null
2022-08-19 Personalized Federated Recommendation via Joint Representation Learning, User Clustering, and Model Adaptation Sichun Luo et.al. 2208.09375 null
2022-08-19 Graph Neural Network Based Node Deployment for Throughput Enhancement Yifei Yang et.al. 2209.06905 null
2022-08-16 GNNear: Accelerating Full-Batch Training of Graph Neural Networks with Near-Memory Processing Zhe Zhou et.al. 2111.00680_(PACT) null
2022-07-27 Graph Neural Networks for Communication Networks: Context, Use Cases and Opportunities José Suárez-Varela et.al. 2112.14792 null
2022-07-20 Operation-Level Performance Benchmarking of Graph Neural Networks for Scientific Applications Ryien Hosseini et.al. 2207.09955 null
2022-06-21 Nimble GNN Embedding with Tensor-Train Decomposition Chunxing Yin et.al. 2206.10581_(DIS) null
2022-06-17 Fast Simulation of Particulate Suspensions Enabled by Graph Neural Network Zhan Ma et.al. 2206.13905 null
2022-06-06 Robust and Fast Data-Driven Power System State Estimator Using Graph Neural Networks Ognjen Kundacina et.al. 2206.02731 null
2022-05-25 Robust Reinforcement Learning on Graphs for Logistics optimization Zangir Iklassov et.al. 2205.12888_(ICS) null
2022-04-29 Large-Scale Graph Reinforcement Learning in Wireless Control Systems Vinicius Lima et.al. 2201.09859 null
2022-04-24 Collaborative Auto-Curricula Multi-Agent Reinforcement Learning with Graph Neural Network Communication Layer for Open-ended Wildfire-Management Resource Distribution Philipp Dominic Siedler et.al. 2204.11350_(ICLR) null
2022-04-11 Training Graph Neural Networks with 1000 Layers Guohao Li et.al. 2106.07476_(ICML) link
2022-03-16 Accelerating Training and Inference of Graph Neural Networks with Fast Sampling and Pipelining Tim Kaler et.al. 2110.08450 link
2022-03-13 Distributed Hybrid CPU and GPU training for Graph Neural Networks on Billion-Scale Graphs Da Zheng et.al. 2112.15345 null
2022-02-16 SUGAR: Efficient Subgraph-level Training via Resource-aware Graph Partitioning Zihui Xue et.al. 2202.00075 null
2022-02-15 Graph Neural Network-Based Scheduling for Multi-UAV-Enabled Communications in D2D Networks Pei Li et.al. 2202.07115 null
2021-12-24 Architectural Implications of Graph Neural Networks Zhihui Zhang et.al. 2009.00804_(CHI) null
2021-12-22 HP-GNN: Generating High Throughput GNN Training Implementation on CPU-FPGA Heterogeneous Platform Yi-Chien Lin et.al. 2112.11684 null
2021-12-16 BGL: GPU-Efficient GNN Training by Optimizing Graph Data I/O and Preprocessing Tianfeng Liu et.al. 2112.08541 null
2021-12-14 The Power of Communication in a Distributed Multi-Agent System Philipp Dominic Siedler et.al. 2111.15611_(NeurIPS) null
2021-11-14 Decentralized Inference with Graph Neural Networks in Wireless Communication Systems Mengyuan Lee et.al. 2104.09027 null
2021-11-10 Graph Neural Network Training with Data Tiering Seung Won Min et.al. 2111.05894 null
2021-11-05 Scalable Perception-Action-Communication Loops with Convolutional and Graph Neural Networks Ting-Kuei Hu et.al. 2106.13358 null
2021-10-17 MG-GCN: Scalable Multi-GPU GCN Training Framework Muhammed Fatih Balın et.al. 2110.08688 null
2021-09-16 Efficient Scaling of Dynamic Graph Neural Networks Venkatesan T. Chakaravarthy et.al. 2109.07893_(SC) null
2021-09-08 FedGraphNN: A Federated Learning System and Benchmark for Graph Neural Networks Chaoyang He et.al. 2104.07145_(CHI) null
2021-08-20 LinkTeller: Recovering Private Edges from Graph Neural Networks via Influence Analysis Fan Wu et.al. 2108.06504 null
2021-08-02 DistDGL: Distributed Graph Neural Network Training for Billion-Scale Graphs Da Zheng et.al. 2010.05337 null
2021-07-30 Learning Connectivity for Data Distribution in Robot Teams Ekaterina Tolstaya et.al. 2103.05091 null
2021-05-25 Dorylus: Affordable, Scalable, and Accurate GNN Training with Distributed CPU Servers and Serverless Threads John Thorpe et.al. 2105.11118_(OSDI) null
2021-05-12 Graph Neural Networks for Inconsistent Cluster Detection in Incremental Entity Resolution Robert A. Barton et.al. 2105.05957_(WWW) null
2021-05-10 Scalable Graph Neural Network-based framework for identifying critical nodes and links in Complex Networks Sai Munikoti et.al. 2012.15725 null
2021-04-25 Message-Aware Graph Attention Networks for Large-Scale Multi-Robot Path Planning Qingbiao Li et.al. 2011.13219_(ICS) null
2021-01-20 PyTorch-Direct: Enabling GPU Centric Data Access for Very Large Graph Neural Network Training with Irregular Accesses Seung Won Min et.al. 2101.07956 null
2020-12-10 VGAI: End-to-End Learning of Vision-Based Decentralized Controllers for Robot Swarms Ting-Kuei Hu et.al. 2002.02308 null
2020-10-23 Hybrid Models for Learning to Branch Prateek Gupta et.al. 2006.15212_(NeurIPS) null
2020-10-05 Accurate, Efficient and Scalable Training of Graph Neural Networks Hanqing Zeng et.al. 2010.03166 null
2020-09-29 FeatGraph: A Flexible and Efficient Backend for Graph Neural Network Systems Yuwei Hu et.al. 2008.11359_(SC) null
2020-07-14 Graph Neural Networks for Decentralized Multi-Robot Path Planning Qingbiao Li et.al. 1912.06095_(IROS) link
2020-03-16 AGL: a Scalable System for Industrial-purpose Graph Machine Learning Dalong Zhang et.al. 2003.02454 null
2020-03-13 Automating Botnet Detection with Graph Neural Networks Jiawei Zhou et.al. 2003.06344 link
2020-02-25 MONET: Debiasing Graph Embeddings via the Metadata-Orthogonal Training Unit John Palowitch et.al. 1909.11793 null
2019-11-16 Concurrent Distributed Serving with Mobile Servers Abdolhamid Ghodselahi et.al. 1902.07354_(ISAAC) null
2018-10-29 Mean-field theory of graph neural networks in graph partitioning Tatsuro Kawamoto et.al. 1810.11908_(NIPS) null