{"total":74,"rows":[{"id":"2306.08302","title":"Unifying Large Language Models and Knowledge Graphs: A Roadmap","created":"2023-06-14","cited_by_count":668,"area":null},{"id":"2305.12600","title":"PRODIGY: Enabling In-context Learning Over Graphs","created":"2023-05-21","cited_by_count":98,"area":null},{"id":"2106.12144","title":"NodePiece: Compositional and Parameter-Efficient Representations of Large Knowledge Graphs","created":"2021-06-23","cited_by_count":72,"area":null},{"id":"2108.00648","title":"From LSAT: The Progress and Challenges of Complex Reasoning","created":"2021-08-02","cited_by_count":43,"area":null},{"id":"2206.11972","title":"Task-Adaptive Few-shot Node Classification","created":"2022-06-23","cited_by_count":43,"area":null},{"id":"2402.02389","title":"KICGPT: Large Language Model with Knowledge in Context for Knowledge Graph Completion","created":"2024-02-04","cited_by_count":36,"area":null},{"id":"2104.13095","title":"Relational Learning with Gated and Attentive Neighbor Aggregator for Few-Shot Knowledge Graph Completion","created":"2021-04-27","cited_by_count":32,"area":null},{"id":"2110.14170","title":"Meta-Knowledge Transfer for Inductive Knowledge Graph Embedding","created":"2021-10-27","cited_by_count":32,"area":null},{"id":"2209.07299","title":"Knowledge Is Flat: A Seq2Seq Generative Framework for Various Knowledge Graph Completion","created":"2022-09-15","cited_by_count":32,"area":null},{"id":"2205.01500","title":"Meta Learning for Natural Language Processing: A Survey","created":"2022-05-03","cited_by_count":26,"area":null},{"id":"2210.12130","title":"Graph Few-shot Learning with Task-specific Structures","created":"2022-10-21","cited_by_count":26,"area":null},{"id":"2305.09858","title":"Knowledge Graph Completion Models are Few-shot Learners: An Empirical Study of Relation Labeling in E-commerce with LLMs","created":"2023-05-17","cited_by_count":24,"area":null},{"id":"2307.06046","title":"A Multi-Task Perspective for Link Prediction with New Relation Types and Nodes","created":"2023-07-12","cited_by_count":24,"area":null},{"id":"2112.10006","title":"Zero-shot and Few-shot Learning with Knowledge Graphs: A Comprehensive Survey","created":"2021-12-18","cited_by_count":23,"area":null},{"id":"2205.02435","title":"FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs","created":"2022-05-05","cited_by_count":22,"area":null},{"id":"2210.08654","title":"Learning to Sample and Aggregate: Few-shot Reasoning over Temporal Knowledge Graphs","created":"2022-10-16","cited_by_count":21,"area":null},{"id":"2302.01313","title":"Double Equivariance for Inductive Link Prediction for Both New Nodes and New Relation Types","created":"2023-02-02","cited_by_count":21,"area":null},{"id":"2201.08265","title":"Cross-Domain Few-Shot Graph Classification","created":"2022-01-20","cited_by_count":19,"area":null},{"id":"2304.08183","title":"Normalizing Flow-based Neural Process for Few-Shot Knowledge Graph Completion","created":"2023-04-17","cited_by_count":19,"area":null},{"id":"2210.06722","title":"Few-shot Relational Reasoning via Connection Subgraph Pretraining","created":"2022-10-13","cited_by_count":18,"area":null},{"id":"2402.01729","title":"Contextualization Distillation from Large Language Model for Knowledge Graph Completion","created":"2024-01-28","cited_by_count":18,"area":null},{"id":"2205.04692","title":"Meta-Learning Based Knowledge Extrapolation for Knowledge Graphs in the Federated Setting","created":"2022-05-10","cited_by_count":15,"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":"2302.01859","title":"Generalizing to Unseen Elements: A Survey on Knowledge Extrapolation for Knowledge Graphs","created":"2023-02-03","cited_by_count":14,"area":null},{"id":"2203.09308","title":"Few-Shot Learning on Graphs","created":"2022-03-17","cited_by_count":11,"area":null},{"id":"2306.15154","title":"Contrastive Meta-Learning for Few-shot Node Classification","created":"2023-06-27","cited_by_count":11,"area":null},{"id":"2106.06410","title":"What Can Knowledge Bring to Machine Learning? -- A Survey of Low-shot Learning for Structured Data","created":"2021-06-11","cited_by_count":10,"area":null},{"id":"2310.04835","title":"On the Evolution of Knowledge Graphs: A Survey and Perspective","created":"2023-10-07","cited_by_count":10,"area":null},{"id":"2401.06072","title":"Chain of History: Learning and Forecasting with LLMs for Temporal Knowledge Graph Completion","created":"2024-01-11","cited_by_count":10,"area":null},{"id":"2108.00954","title":"Subgraph-aware Few-Shot Inductive Link Prediction via Meta-Learning","created":"2021-07-26","cited_by_count":9,"area":null},{"id":"2304.10297","title":"SARF: Aliasing Relation Assisted Self-Supervised Learning for Few-shot Relation Reasoning","created":"2023-04-20","cited_by_count":9,"area":null},{"id":"2310.05163","title":"An Investigation of LLMs' Inefficacy in Understanding Converse Relations","created":"2023-10-08","cited_by_count":9,"area":null},{"id":"2408.08226","title":"Predictive Multiplicity of Knowledge Graph Embeddings in Link Prediction","created":"2024-08-15","cited_by_count":9,"area":null},{"id":"2102.03419","title":"Exploring the Limits of Few-Shot Link Prediction in Knowledge Graphs","created":"2021-02-05","cited_by_count":8,"area":null},{"id":"2211.08169","title":"Few-Shot Inductive Learning on Temporal Knowledge Graphs using Concept-Aware Information","created":"2022-11-15","cited_by_count":8,"area":null},{"id":"2407.00936","title":"Large Language Model Enhanced Knowledge Representation Learning: A Survey","created":"2024-07-01","cited_by_count":7,"area":null},{"id":"2103.00771","title":"Self-supervised Auxiliary Learning for Graph Neural Networks via Meta-Learning","created":"2021-03-01","cited_by_count":6,"area":null},{"id":"2205.10621","title":"Learning Meta Representations of One-shot Relations for Temporal Knowledge Graph Link Prediction","created":"2022-05-21","cited_by_count":6,"area":null},{"id":"2209.01205","title":"Hierarchical Relational Learning for Few-Shot Knowledge Graph Completion","created":"2022-09-02","cited_by_count":6,"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":"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":"2505.02027","title":"GraphPrompter: Multi-stage Adaptive Prompt Optimization for Graph In-Context Learning","created":"2025-05-04","cited_by_count":6,"area":null},{"id":"2307.01204","title":"Towards Few-shot Inductive Link Prediction on Knowledge Graphs: A Relational Anonymous Walk-guided Neural Process Approach","created":"2023-06-26","cited_by_count":4,"area":null},{"id":"2505.16877","title":"Predicate-Conditional Conformalized Answer Sets for Knowledge Graph Embeddings","created":"2025-05-22","cited_by_count":4,"area":null},{"id":"2308.00081","title":"Towards Semantically Enriched Embeddings for Knowledge Graph Completion","created":"2023-07-31","cited_by_count":3,"area":null},{"id":"2404.06220","title":"Zero-Shot Relational Learning for Multimodal Knowledge Graphs","created":"2024-04-09","cited_by_count":3,"area":null},{"id":"2406.15507","title":"Few-shot Knowledge Graph Relational Reasoning via Subgraph Adaptation","created":"2024-06-19","cited_by_count":3,"area":null},{"id":"2410.09123","title":"Context-Aware Adapter Tuning for Few-Shot Relation Learning in Knowledge Graphs","created":"2024-10-11","cited_by_count":3,"area":null},{"id":"2504.03720","title":"TransNet: Transfer Knowledge for Few-shot Knowledge Graph Completion","created":"2025-03-29","cited_by_count":3,"area":null},{"id":"2102.02307","title":"Typing Errors in Factual Knowledge Graphs: Severity and Possible Ways Out","created":"2021-02-03","cited_by_count":2,"area":null},{"id":"2302.00893","title":"MetaTKG: Learning Evolutionary Meta-Knowledge for Temporal Knowledge Graph Reasoning","created":"2023-02-02","cited_by_count":2,"area":null},{"id":"2304.00613","title":"Improving Few-Shot Inductive Learning on Temporal Knowledge Graphs using Confidence-Augmented Reinforcement Learning","created":"2023-04-02","cited_by_count":2,"area":null},{"id":"2305.06104","title":"Few-shot Link Prediction on N-ary Facts","created":"2023-05-10","cited_by_count":2,"area":null},{"id":"2306.09519","title":"Relation-Aware Network with Attention-Based Loss for Few-Shot Knowledge Graph Completion","created":"2023-06-15","cited_by_count":2,"area":null},{"id":"2312.04997","title":"Beyond Transduction: A Survey on Inductive, Few Shot, and Zero Shot Link Prediction in Knowledge Graphs","created":"2023-12-08","cited_by_count":2,"area":null},{"id":"2403.04521","title":"Uncertainty-Aware Relational Graph Neural Network for Few-Shot Knowledge Graph Completion","created":"2024-03-07","cited_by_count":2,"area":null},{"id":"2203.11639","title":"Learning Relation-Specific Representations for Few-shot Knowledge Graph Completion","created":"2022-03-22","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":"2310.00299","title":"RelBERT: Embedding Relations with Language Models","created":"2023-09-30","cited_by_count":1,"area":null},{"id":"2404.00589","title":"Harnessing the Power of Large Language Model for Uncertainty Aware Graph Processing","created":"2024-03-31","cited_by_count":1,"area":null},{"id":"2512.06296","title":"How Sharp and Bias-Robust is a Model? Dual Evaluation Perspectives on Knowledge Graph Completion","created":"2025-12-06","cited_by_count":1,"area":null},{"id":"2205.01878","title":"Exploring Entity Interactions for Few-Shot Relation Learning (Student Abstract)","created":"2022-05-04","cited_by_count":0,"area":null},{"id":"2308.03269","title":"Simple Rule Injection for ComplEx Embeddings","created":"2023-08-07","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":"2501.19095","title":"PathE: Leveraging Entity-Agnostic Paths for Parameter-Efficient Knowledge Graph Embeddings","created":"2025-01-31","cited_by_count":0,"area":null},{"id":"2505.05684","title":"Meta-Semantics Augmented Few-Shot Relational Learning","created":"2025-05-08","cited_by_count":0,"area":null},{"id":"2505.07171","title":"ReCDAP: Relation-Based Conditional Diffusion with Attention Pooling for Few-Shot Knowledge Graph Completion","created":"2025-05-12","cited_by_count":0,"area":null},{"id":"2506.08347","title":"Differentially Private Relational Learning with Entity-level Privacy Guarantees","created":"2025-06-10","cited_by_count":0,"area":null},{"id":"2507.03617","title":"EMERGE: A Benchmark for Updating Knowledge Graphs with Emerging Textual Knowledge","created":"2025-07-04","cited_by_count":0,"area":null},{"id":"2510.00894","title":"FusionAdapter for Few-Shot Relation Learning in Multimodal Knowledge Graphs","created":"2025-10-01","cited_by_count":0,"area":null},{"id":"2510.22656","title":"Conjugate Relation Modeling for Few-Shot Knowledge Graph Completion","created":"2025-10-26","cited_by_count":0,"area":null},{"id":"2512.12182","title":"TA-KAND: Two-stage Attention Triple Enhancement and U-KAN based Diffusion For Few-shot Knowledge Graph Completion","created":"2025-12-13","cited_by_count":0,"area":null},{"id":"2603.04321","title":"SPRINT: Semi-supervised Prototypical Representation for Few-Shot Class-Incremental Tabular Learning","created":"2026-03-04","cited_by_count":0,"area":null},{"id":"2604.00399","title":"A Cross-graph Tuning-free GNN Prompting Framework","created":"2026-04-01","cited_by_count":0,"area":null}],"next_cursor":null}