{"total":41,"rows":[{"id":"2304.05055","title":"A Comprehensive Survey on Deep Graph Representation Learning","created":"2023-04-11","cited_by_count":72,"area":null},{"id":"2403.04468","title":"A Survey of Graph Neural Networks in Real world: Imbalance, Noise, Privacy and OOD Challenges","created":"2024-03-07","cited_by_count":54,"area":null},{"id":"2207.04869","title":"Graph-based Molecular Representation Learning","created":"2022-07-08","cited_by_count":51,"area":null},{"id":"2303.03363","title":"Enhancing Activity Prediction Models in Drug Discovery with the Ability to Understand Human Language","created":"2023-03-06","cited_by_count":44,"area":null},{"id":"2305.09481","title":"Context-enriched molecule representations improve few-shot drug discovery","created":"2023-04-24","cited_by_count":24,"area":null},{"id":"2406.12950","title":"MolecularGPT: Open Large Language Model (LLM) for Few-Shot Molecular Property Prediction","created":"2024-06-18","cited_by_count":24,"area":null},{"id":"2205.02708","title":"Meta-learning Adaptive Deep Kernel Gaussian Processes for Molecular Property Prediction","created":"2022-05-05","cited_by_count":21,"area":null},{"id":"2308.13821","title":"A Survey of Imbalanced Learning on Graphs: Problems, Techniques, and Future Directions","created":"2023-08-26","cited_by_count":15,"area":null},{"id":"2502.16533","title":"A Survey of Graph Transformers: Architectures, Theories and Applications","created":"2025-02-23","cited_by_count":14,"area":null},{"id":"2312.16855","title":"Molecular Property Prediction Based on Graph Structure Learning","created":"2023-12-28","cited_by_count":13,"area":null},{"id":"2203.09308","title":"Few-Shot Learning on Graphs","created":"2022-03-17","cited_by_count":11,"area":null},{"id":"2306.16780","title":"Graph Sampling-based Meta-Learning for Molecular Property Prediction","created":"2023-06-29","cited_by_count":10,"area":null},{"id":"2409.14106","title":"Advancing Molecular Graph-Text Pre-training via Fine-grained Alignment","created":"2024-09-21","cited_by_count":9,"area":null},{"id":"2301.01172","title":"A Survey On Few-shot Knowledge Graph Completion with Structural and Commonsense Knowledge","created":"2023-01-03","cited_by_count":6,"area":null},{"id":"2302.08261","title":"Knowledge-augmented Graph Machine Learning for Drug Discovery: A Survey","created":"2023-02-16","cited_by_count":6,"area":null},{"id":"2402.01440","title":"A Survey of Few-Shot Learning on Graphs: from Meta-Learning to Pre-Training and Prompt Learning","created":"2024-02-02","cited_by_count":6,"area":null},{"id":"2402.07249","title":"Impact of Domain Knowledge and Multi-Modality on Intelligent Molecular Property Prediction: A Systematic Survey","created":"2024-02-11","cited_by_count":6,"area":null},{"id":"2211.01978","title":"PEMP: Leveraging Physics Properties to Enhance Molecular Property Prediction","created":"2022-10-18","cited_by_count":5,"area":null},{"id":"2206.03695","title":"Metric Based Few-Shot Graph Classification","created":"2022-06-08","cited_by_count":4,"area":null},{"id":"2310.00614","title":"PACIA: Parameter-Efficient Adapter for Few-Shot Molecular Property Prediction","created":"2023-10-01","cited_by_count":4,"area":null},{"id":"2408.07340","title":"Towards Few-shot Self-explaining Graph Neural Networks","created":"2024-08-14","cited_by_count":4,"area":null},{"id":"2411.01158","title":"Pin-Tuning: Parameter-Efficient In-Context Tuning for Few-Shot Molecular Property Prediction","created":"2024-11-02","cited_by_count":4,"area":null},{"id":"2502.05107","title":"3DMolFormer: A Dual-channel Framework for Structure-based Drug Discovery","created":"2025-02-07","cited_by_count":4,"area":null},{"id":"2408.01018","title":"GNN-SKAN: Harnessing the Power of SwallowKAN to Advance Molecular Representation Learning with GNNs","created":"2024-08-02","cited_by_count":3,"area":null},{"id":"2410.05975","title":"Learning to Learn with Contrastive Meta-Objective","created":"2024-10-08","cited_by_count":3,"area":null},{"id":"2405.15544","title":"Knowledge-enhanced Relation Graph and Task Sampling for Few-shot Molecular Property Prediction","created":"2024-05-24","cited_by_count":2,"area":null},{"id":"2408.09461","title":"Advancements in Molecular Property Prediction: A Survey of Single and Multimodal Approaches","created":"2024-08-18","cited_by_count":2,"area":null},{"id":"2201.01855","title":"Graph Neural Networks for Double-Strand DNA Breaks Prediction","created":"2022-01-04","cited_by_count":1,"area":null},{"id":"2210.00084","title":"Contrastive Graph Few-Shot Learning","created":"2022-09-30","cited_by_count":1,"area":null},{"id":"2601.11135","title":"Context-aware Graph Causality Inference for Few-Shot Molecular Property Prediction","created":"2026-01-16","cited_by_count":1,"area":null},{"id":"2205.11279","title":"Tyger: Task-Type-Generic Active Learning for Molecular Property Prediction","created":"2022-05-23","cited_by_count":0,"area":null},{"id":"2302.02055","title":"Implicit Geometry and Interaction Embeddings Improve Few-Shot Molecular Property Prediction","created":"2023-02-04","cited_by_count":0,"area":null},{"id":"2403.13834","title":"Few-shot Learning on Heterogeneous Graphs: Challenges, Progress, and Prospects","created":"2024-03-10","cited_by_count":0,"area":null},{"id":"2404.02314","title":"A Strong Baseline for Molecular Few-Shot Learning","created":"2024-04-02","cited_by_count":0,"area":null},{"id":"2405.18724","title":"Adapting Differential Molecular Representation with Hierarchical Prompts for Multi-label Property Prediction","created":"2024-05-29","cited_by_count":0,"area":null},{"id":"2407.01886","title":"Core Knowledge Learning Framework for Graph Adaptation and Scalability Learning","created":"2024-07-02","cited_by_count":0,"area":null},{"id":"2410.20711","title":"Contextual Representation Anchor Network to Alleviate Selection Bias in Few-Shot Drug Discovery","created":"2024-10-28","cited_by_count":0,"area":null},{"id":"2411.03537","title":"Two-Stage Pretraining for Molecular Property Prediction in the Wild","created":"2024-11-05","cited_by_count":0,"area":null},{"id":"2505.11878","title":"AdaptMol: Adaptive Fusion from Sequence String to Topological Structure for Few-shot Drug Discovery","created":"2025-05-17","cited_by_count":0,"area":null},{"id":"2510.21088","title":"M-GLC: Motif-Driven Global-Local Context Graphs for Few-shot Molecular Property Prediction","created":"2025-10-24","cited_by_count":0,"area":null},{"id":"2609.33342","title":"CalibHyper: Chance-Corrected Relational Hypergraphs for Few-Shot Molecular Property Prediction","created":"2026-09-27","cited_by_count":0,"area":null}],"next_cursor":null}