| DeepProtein: Deep Learning Library and Benchmark for Protein Sequence Learning | Oct 2, 2024 | Deep LearningDrug Discovery | CodeCode Available | 1 |
| WiGNet: Windowed Vision Graph Neural Network | Oct 1, 2024 | Graph Neural Network | CodeCode Available | 1 |
| MASKDROID: Robust Android Malware Detection with Masked Graph Representations | Sep 29, 2024 | Android Malware DetectionGraph Neural Network | CodeCode Available | 1 |
| PromSec: Prompt Optimization for Secure Generation of Functional Source Code with Large Language Models (LLMs) | Sep 19, 2024 | Code GenerationContrastive Learning | CodeCode Available | 1 |
| Learning incomplete factorization preconditioners for GMRES | Sep 12, 2024 | Graph Neural Networksubspace methods | CodeCode Available | 1 |
| Celcomen: spatial causal disentanglement for single-cell and tissue perturbation modeling | Sep 9, 2024 | counterfactualDisentanglement | CodeCode Available | 1 |
| Solving Integrated Process Planning and Scheduling Problem via Graph Neural Network Based Deep Reinforcement Learning | Sep 2, 2024 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 |
| XG-NID: Dual-Modality Network Intrusion Detection using a Heterogeneous Graph Neural Network and Large Language Model | Aug 27, 2024 | Graph Neural NetworkIntrusion Detection | CodeCode Available | 1 |
| Contrastive Representation Learning for Dynamic Link Prediction in Temporal Networks | Aug 22, 2024 | Contrastive LearningDynamic Link Prediction | CodeCode Available | 1 |
| Multi-task Heterogeneous Graph Learning on Electronic Health Records | Aug 14, 2024 | Causal InferenceDenoising | CodeCode Available | 1 |
| Graph neural network surrogate for strategic transport planning | Aug 14, 2024 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| RELIEF: Reinforcement Learning Empowered Graph Feature Prompt Tuning | Aug 6, 2024 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| Mew: Multiplexed Immunofluorescence Image Analysis through an Efficient Multiplex Network | Jul 25, 2024 | Graph Neural Networkimage-classification | CodeCode Available | 1 |
| Comparing and Contrasting Deep Learning Weather Prediction Backbones on Navier-Stokes and Atmospheric Dynamics | Jul 19, 2024 | Graph Neural NetworkWeather Forecasting | CodeCode Available | 1 |
| Rethinking Fair Graph Neural Networks from Re-balancing | Jul 16, 2024 | counterfactualFairness | CodeCode Available | 1 |
| HRRPGraphNet: Make HRRPs to Be Graphs for Efficient Target Recognition | Jul 11, 2024 | Graph Neural Network | CodeCode Available | 1 |
| G-Adaptivity: optimised graph-based mesh relocation for finite element methods | Jul 5, 2024 | Graph Neural NetworkInductive Bias | CodeCode Available | 1 |
| Graph in Graph Neural Network | Jun 30, 2024 | Action RecognitionGraph Neural Network | CodeCode Available | 1 |
| Retain, Blend, and Exchange: A Quality-aware Spatial-Stereo Fusion Approach for Event Stream Recognition | Jun 27, 2024 | Graph Neural Network | CodeCode Available | 1 |
| Heterogeneous Causal Metapath Graph Neural Network for Gene-Microbe-Disease Association Prediction | Jun 27, 2024 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 |
| MolecularGPT: Open Large Language Model (LLM) for Few-Shot Molecular Property Prediction | Jun 18, 2024 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| Conformal Load Prediction with Transductive Graph Autoencoders | Jun 12, 2024 | Conformal PredictionGraph Neural Network | CodeCode Available | 1 |
| Heuristic Learning with Graph Neural Networks: A Unified Framework for Link Prediction | Jun 12, 2024 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Scaling Graph Convolutions for Mobile Vision | Jun 9, 2024 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| PANDA: Expanded Width-Aware Message Passing Beyond Rewiring | Jun 6, 2024 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| GraphAlign: Pretraining One Graph Neural Network on Multiple Graphs via Feature Alignment | Jun 5, 2024 | Graph Neural NetworkSelf-Supervised Learning | CodeCode Available | 1 |
| Combining Graph Neural Network and Mamba to Capture Local and Global Tissue Spatial Relationships in Whole Slide Images | Jun 5, 2024 | Graph Neural NetworkMamba | CodeCode Available | 1 |
| Aligning Transformers with Weisfeiler-Leman | Jun 5, 2024 | Graph Neural Network | CodeCode Available | 1 |
| RoutePlacer: An End-to-End Routability-Aware Placer with Graph Neural Network | Jun 4, 2024 | Graph Neural Network | CodeCode Available | 1 |
| Graph Neural Networks Approach for Joint Wireless Power Control and Spectrum Allocation | Jun 3, 2024 | Graph Neural NetworkManagement | CodeCode Available | 1 |
| Spatio-Spectral Graph Neural Networks | May 29, 2024 | GPUGraph Classification | CodeCode Available | 1 |
| Node Identifiers: Compact, Discrete Representations for Efficient Graph Learning | May 26, 2024 | Computational EfficiencyGraph Classification | CodeCode Available | 1 |
| Equivariant Spatio-Temporal Attentive Graph Networks to Simulate Physical Dynamics | May 21, 2024 | Graph Neural Network | CodeCode Available | 1 |
| Hi-GMAE: Hierarchical Graph Masked Autoencoders | May 17, 2024 | Graph Neural NetworkSelf-Supervised Learning | CodeCode Available | 1 |
| Higher-order Spatio-temporal Physics-incorporated Graph Neural Network for Multivariate Time Series Imputation | May 16, 2024 | Graph Neural NetworkImputation | CodeCode Available | 1 |
| PAC-Bayesian Generalization Bounds for Knowledge Graph Representation Learning | May 10, 2024 | DecoderGeneralization Bounds | CodeCode Available | 1 |
| Robust Collaborative Perception without External Localization and Clock Devices | May 5, 2024 | Graph Neural Network | CodeCode Available | 1 |
| Contrastive Dual-Interaction Graph Neural Network for Molecular Property Prediction | May 4, 2024 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| SlotGAT: Slot-based Message Passing for Heterogeneous Graph Neural Network | May 3, 2024 | Graph Neural NetworkHeterogeneous Node Classification | CodeCode Available | 1 |
| Unleashing the Potential of Fractional Calculus in Graph Neural Networks with FROND | Apr 26, 2024 | Graph Neural NetworkGraph Representation Learning | CodeCode Available | 1 |
| Graph neural network-based surrogate modelling for real-time hydraulic prediction of urban drainage networks | Apr 16, 2024 | Graph Neural NetworkPrediction | CodeCode Available | 1 |
| Interpolation and differentiation of alchemical degrees of freedom in machine learning interatomic potentials | Apr 16, 2024 | Graph Neural Network | CodeCode Available | 1 |
| NFARec: A Negative Feedback-Aware Recommender Model | Apr 10, 2024 | Graph Neural Networkmodel | CodeCode Available | 1 |
| scCDCG: Efficient Deep Structural Clustering for single-cell RNA-seq via Deep Cut-informed Graph Embedding | Apr 9, 2024 | ClusteringDimensionality Reduction | CodeCode Available | 1 |
| GeoT: Tensor Centric Library for Graph Neural Network via Efficient Segment Reduction on GPU | Apr 3, 2024 | GPUGraph Neural Network | CodeCode Available | 1 |
| SG-PGM: Partial Graph Matching Network with Semantic Geometric Fusion for 3D Scene Graph Alignment and Its Downstream Tasks | Mar 28, 2024 | 3D Scene Graph AlignmentGraph Matching | CodeCode Available | 1 |
| GeNet: A Graph Neural Network-based Anti-noise Task-Oriented Semantic Communication Paradigm | Mar 27, 2024 | Data AugmentationDecoder | CodeCode Available | 1 |
| FluxGAT: Integrating Flux Sampling with Graph Neural Networks for Unbiased Gene Essentiality Classification | Mar 27, 2024 | Graph Neural Network | CodeCode Available | 1 |
| Graph Augmentation for Recommendation | Mar 25, 2024 | Contrastive LearningGraph Neural Network | CodeCode Available | 1 |
| Mitigating Oversmoothing Through Reverse Process of GNNs for Heterophilic Graphs | Mar 11, 2024 | Graph Neural Network | CodeCode Available | 1 |
