{"total":49,"rows":[{"id":"2304.05055","title":"A Comprehensive Survey on Deep Graph Representation Learning","created":"2023-04-11","cited_by_count":72,"area":null},{"id":"2306.13089","title":"GIMLET: A Unified Graph-Text Model for Instruction-Based Molecule Zero-Shot Learning","created":"2023-05-28","cited_by_count":70,"area":null},{"id":"2207.04869","title":"Graph-based Molecular Representation Learning","created":"2022-07-08","cited_by_count":51,"area":null},{"id":"2307.09484","title":"MolFM: A Multimodal Molecular Foundation Model","created":"2023-06-06","cited_by_count":50,"area":null},{"id":"2210.16484","title":"A Systematic Survey of Chemical Pre-trained Models","created":"2022-10-29","cited_by_count":34,"area":null},{"id":"2307.10683","title":"Fractional Denoising for 3D Molecular Pre-training","created":"2023-07-20","cited_by_count":33,"area":null},{"id":"2212.14454","title":"MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid","created":"2022-12-29","cited_by_count":30,"area":null},{"id":"2202.07893","title":"A Survey of Pretraining on Graphs: Taxonomy, Methods, and Applications","created":"2022-02-16","cited_by_count":23,"area":null},{"id":"2209.05582","title":"Graph Neural Networks for Molecules","created":"2022-09-12","cited_by_count":21,"area":null},{"id":"2307.16210","title":"Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity Alignment","created":"2023-07-30","cited_by_count":21,"area":null},{"id":"2410.10365","title":"SpeGCL: Self-supervised Graph Spectrum Contrastive Learning without Positive Samples","created":"2024-10-14","cited_by_count":20,"area":null},{"id":"2310.14170","title":"Learning Invariant Molecular Representation in Latent Discrete Space","created":"2023-10-22","cited_by_count":19,"area":null},{"id":"2311.02124","title":"Sliced Denoising: A Physics-Informed Molecular Pre-Training Method","created":"2023-11-03","cited_by_count":18,"area":null},{"id":"2407.11086","title":"Pre-training with Fractional Denoising to Enhance Molecular Property Prediction","created":"2024-07-14","cited_by_count":14,"area":null},{"id":"2209.00078","title":"Supervised Contrastive Learning with Hard Negative Samples","created":"2022-08-31","cited_by_count":13,"area":null},{"id":"2206.08262","title":"Attention-wise masked graph contrastive learning for predicting molecular property","created":"2022-05-02","cited_by_count":10,"area":null},{"id":"2208.07622","title":"KRACL: Contrastive Learning with Graph Context Modeling for Sparse Knowledge Graph Completion","created":"2022-08-16","cited_by_count":10,"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":"2308.07822","title":"Deep reinforcement learning for process design: Review and perspective","created":"2023-08-15","cited_by_count":10,"area":null},{"id":"2305.00664","title":"EvoluNet: Advancing Dynamic Non-IID Transfer Learning on Graphs","created":"2023-05-01","cited_by_count":7,"area":null},{"id":"2403.12995","title":"ESM All-Atom: Multi-scale Protein Language Model for Unified Molecular Modeling","created":"2024-03-05","cited_by_count":7,"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":"2306.01631","title":"Bi-level Contrastive Learning for Knowledge-Enhanced Molecule Representations","created":"2023-06-02","cited_by_count":6,"area":null},{"id":"2310.14216","title":"UniMAP: Universal SMILES-Graph Representation Learning","created":"2023-10-22","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":"2307.01053","title":"ENGAGE: Explanation Guided Data Augmentation for Graph Representation Learning","created":"2023-07-03","cited_by_count":5,"area":null},{"id":"2305.01912","title":"MolKD: Distilling Cross-Modal Knowledge in Chemical Reactions for Molecular Property Prediction","created":"2023-05-03","cited_by_count":4,"area":null},{"id":"2310.07351","title":"Atom-Motif Contrastive Transformer for Molecular Property Prediction","created":"2023-10-11","cited_by_count":4,"area":null},{"id":"2412.16483","title":"MOL-Mamba: Enhancing Molecular Representation with Structural & Electronic Insights","created":"2024-12-21","cited_by_count":4,"area":null},{"id":"2202.10587","title":"Knowledge-informed Molecular Learning: A Survey on Paradigm Transfer","created":"2022-02-17","cited_by_count":3,"area":null},{"id":"2411.11668","title":"Efficient and Robust Continual Graph Learning for Graph Classification in Biology","created":"2024-11-18","cited_by_count":3,"area":null},{"id":"2501.08589","title":"Molecular Graph Contrastive Learning with Line Graph","created":"2025-01-15","cited_by_count":3,"area":null},{"id":"2506.01302","title":"Recent Developments in GNNs for Drug Discovery","created":"2025-06-02","cited_by_count":3,"area":null},{"id":"2312.03292","title":"Enhancing Molecular Property Prediction via Mixture of Collaborative Experts","created":"2023-12-06","cited_by_count":2,"area":null},{"id":"2408.10124","title":"Molecular Graph Representation Learning Integrating Large Language Models with Domain-specific Small Models","created":"2024-08-19","cited_by_count":2,"area":null},{"id":"2409.05916","title":"Unlocking Potential Binders: Multimodal Pretraining DEL-Fusion for Denoising DNA-Encoded Libraries","created":"2024-09-07","cited_by_count":2,"area":null},{"id":"2410.04765","title":"Molecular topological deep learning for polymer property prediction","created":"2024-10-07","cited_by_count":2,"area":null},{"id":"2312.09744","title":"Bridging the Semantic-Numerical Gap: A Numerical Reasoning Method of Cross-modal Knowledge Graph for Material Property Prediction","created":"2023-12-15","cited_by_count":1,"area":null},{"id":"2403.17210","title":"CADGL: Context-Aware Deep Graph Learning for Predicting Drug-Drug Interactions","created":"2024-03-25","cited_by_count":1,"area":null},{"id":"2502.11711","title":"Knowledge-aware contrastive heterogeneous molecular graph learning","created":"2025-02-17","cited_by_count":1,"area":null},{"id":"2508.01195","title":"BSL: A Unified and Generalizable Multitask Learning Platform for Virtual Drug Discovery from Design to Synthesis","created":"2025-08-02","cited_by_count":1,"area":null},{"id":"2205.06783","title":"Embodied-Symbolic Contrastive Graph Self-Supervised Learning for Molecular Graphs","created":"2022-05-13","cited_by_count":0,"area":null},{"id":"2301.04381","title":"Determinate Node Selection for Semi-supervised Classification Oriented Graph Convolutional Networks","created":"2023-01-11","cited_by_count":0,"area":null},{"id":"2405.02628","title":"Contrastive Dual-Interaction Graph Neural Network for Molecular Property Prediction","created":"2024-05-04","cited_by_count":0,"area":null},{"id":"2406.00403","title":"Dual-perspective Cross Contrastive Learning in Graph Transformers","created":"2024-06-01","cited_by_count":0,"area":null},{"id":"2406.18020","title":"MolFusion: Multimodal Fusion Learning for Molecular Representations via Multi-granularity Views","created":"2024-06-26","cited_by_count":0,"area":null},{"id":"2410.20356","title":"Uncovering Capabilities of Model Pruning in Graph Contrastive Learning","created":"2024-10-27","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":"2510.16780","title":"3D-GSRD: 3D Molecular Graph Auto-Encoder with Selective Re-mask Decoding","created":"2025-10-19","cited_by_count":0,"area":null}],"next_cursor":null}