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Inductive Link Prediction
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In inductive link prediction inference is performed on a new, unseen graph whereas classical transductive link prediction performs both training and inference on the same graph.
논문
이 태스크와 하위 분야의 관련 논문입니다. 실제 성능 비교는 평가 결과에서 확인하세요.
Leap: Inductive Link Prediction via Learnable TopologyAugmentation
Reevaluation of Inductive Link Prediction
Fast-and-Frugal Text-Graph Transformers are Effective Link Predictors
MOTIVE: A Drug-Target Interaction Graph For Inductive Link Prediction
Multi-Label Zero-Shot Product Attribute-Value Extraction
Link Prediction with Relational Hypergraphs
Inductive Link Prediction in Knowledge Graphs using Path-based Neural Networks
Towards Enhancing Relational Rules for Knowledge Graph Link Prediction
A Benchmark for Semi-Inductive Link Prediction in Knowledge Graphs
Event Prediction using Case-Based Reasoning over Knowledge Graphs
Learning Complete Topology-Aware Correlations Between Relations for Inductive Link Prediction
Towards Semantically Enriched Embeddings for Knowledge Graph Completion
Disentangling Node Attributes from Graph Topology for Improved Generalizability in Link Prediction
A Multi-Task Perspective for Link Prediction with New Relation Types and Nodes
Towards Few-shot Inductive Link Prediction on Knowledge Graphs: A Relational Anonymous Walk-guided Neural Process Approach
Double Equivariance for Inductive Link Prediction for Both New Nodes and New Relation Types
IRT2: Inductive Linking and Ranking in Knowledge Graphs of Varying Scale
RAILD: Towards Leveraging Relation Features for Inductive Link Prediction In Knowledge Graphs
Disconnected Emerging Knowledge Graph Oriented Inductive Link Prediction
Neighborhood-aware Scalable Temporal Network Representation Learning
Subgraph Neighboring Relations Infomax for Inductive Link Prediction on Knowledge Graphs
An Open Challenge for Inductive Link Prediction on Knowledge Graphs
Link Prediction with Contextualized Self-Supervision
Barlow Graph Auto-Encoder for Unsupervised Network Embedding
How Neural Processes Improve Graph Link Prediction
Subgraph-aware Few-Shot Inductive Link Prediction via Meta-Learning
Improving Inductive Link Prediction Using Hyper-Relational Facts
Topology-Aware Correlations Between Relations for Inductive Link Prediction in Knowledge Graphs
Inductive Entity Representations from Text via Link Prediction
Inductive Link Prediction for Nodes Having Only Attribute Information
DRUM: End-To-End Differentiable Rule Mining On Knowledge Graphs
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