| Mold into a Graph: Efficient Bayesian Optimization over Mixed-Spaces | Feb 2, 2022 | Bayesian OptimizationComputational Efficiency | CodeCode Available | 0 |
| Balanced Graph Structure Learning for Multivariate Time Series Forecasting | Jan 24, 2022 | Graph GenerationGraph Learning | CodeCode Available | 0 |
| Evidence-aware Fake News Detection with Graph Neural Networks | Jan 18, 2022 | Fake News DetectionGraph structure learning | CodeCode Available | 1 |
| Towards Unsupervised Deep Graph Structure Learning | Jan 17, 2022 | Contrastive LearningGraph structure learning | CodeCode Available | 1 |
| Compact Graph Structure Learning via Mutual Information Compression | Jan 14, 2022 | Graph structure learning | CodeCode Available | 1 |
| Graph Structure Learning with Variational Information Bottleneck | Dec 16, 2021 | Graph structure learning | CodeCode Available | 1 |
| Graph Differentiable Architecture Search with Structure Learning | Dec 1, 2021 | DenoisingGraph structure learning | —Unverified | 0 |
| Deep Unsupervised Active Learning on Learnable Graphs | Nov 8, 2021 | Active LearningGraph structure learning | —Unverified | 0 |
| Path Signature Area-Based Causal Discovery in Coupled Time Series | Oct 23, 2021 | Causal DiscoveryGraph structure learning | CodeCode Available | 0 |
| An Empirical Study: Extensive Deep Temporal Point Process | Oct 19, 2021 | Graph structure learningVariational Inference | CodeCode Available | 1 |
| Path-specific Causal Fair Prediction via Auxiliary Graph Structure Learning | Sep 29, 2021 | FairnessGraph structure learning | —Unverified | 0 |
| Spatiotemporal Representation Learning on Time Series with Dynamic Graph ODEs | Sep 29, 2021 | Graph structure learningRepresentation Learning | —Unverified | 0 |
| Dynamic Adaptive Spatio-temporal Graph Convolution for fMRI Modelling | Sep 26, 2021 | Age And Gender ClassificationGender Classification | CodeCode Available | 1 |
| Label-informed Graph Structure Learning for Node Classification | Aug 10, 2021 | ClassificationGraph structure learning | —Unverified | 0 |
| A Survey on Graph Structure Learning: Progress and Opportunities | Mar 4, 2021 | Graph structure learningSurvey | —Unverified | 0 |
| SLAPS: Self-Supervision Improves Structure Learning for Graph Neural Networks | Feb 9, 2021 | Graph structure learning | CodeCode Available | 1 |
| Discrete Graph Structure Learning for Forecasting Multiple Time Series | Jan 18, 2021 | Graph structure learningTime Series | CodeCode Available | 1 |
| Dynamic Structure Learning through Graph Neural Network for Forecasting Soil Moisture in Precision Agriculture | Dec 7, 2020 | Graph Neural NetworkGraph structure learning | CodeCode Available | 1 |
| Multivariate Time Series Classification with Hierarchical Variational Graph Pooling | Oct 12, 2020 | ClassificationDecoder | —Unverified | 0 |
| Learning Attribute-Structure Co-Evolutions in Dynamic Graphs | Jul 25, 2020 | AttributeGraph Neural Network | CodeCode Available | 0 |
| Node Classification on Graphs with Few-Shot Novel Labels via Meta Transformed Network Embedding | Jul 6, 2020 | General ClassificationGraph structure learning | CodeCode Available | 1 |
| Graph Structure Learning for Robust Graph Neural Networks | May 20, 2020 | Graph Neural NetworkGraph structure learning | CodeCode Available | 2 |
| Reasoning Visual Dialog with Sparse Graph Learning and Knowledge Transfer | Apr 14, 2020 | Graph LearningGraph structure learning | CodeCode Available | 1 |
| Spatio-Temporal Graph Structure Learning for Traffic Forecasting | Apr 3, 2020 | Graph structure learningTime Series | —Unverified | 0 |
| Graph-Bert: Only Attention is Needed for Learning Graph Representations | Jan 15, 2020 | AttributeClustering | CodeCode Available | 1 |
| Deep Iterative and Adaptive Learning for Graph Neural Networks | Dec 17, 2019 | Graph LearningGraph structure learning | CodeCode Available | 1 |
| Variationally Regularized Graph-based Representation Learning for Electronic Health Records | Dec 8, 2019 | DecoderGraph Neural Network | CodeCode Available | 0 |
| Large-Scale Semi-Supervised Learning via Graph Structure Learning over High-Dense Points | Dec 4, 2019 | Graph structure learning | —Unverified | 0 |
| Graph Generation with Variational Recurrent Neural Network | Oct 2, 2019 | AttributeGraph Generation | —Unverified | 0 |
| Iterative Deep Graph Learning for Graph Neural Networks | Sep 25, 2019 | Graph EmbeddingGraph Learning | —Unverified | 0 |
| GraphFlow: Exploiting Conversation Flow with Graph Neural Networks for Conversational Machine Comprehension | Jul 31, 2019 | Graph Neural NetworkGraph structure learning | CodeCode Available | 0 |
| Graph Structure Learning from Unlabeled Data for Event Detection | Jan 5, 2017 | Event DetectionGraph structure learning | —Unverified | 0 |
