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Papers
ARNS: Adaptive Relation-Aware Negative Sampling with Curriculum Learning for Inductive Knowledge Graph Completion
AAAI 2026
Collaboration of Fusion and Independence: Hypercomplex-driven Robust Multi-Modal Knowledge Graph Completion
ACL 2026
GS-Quant: Granular Semantic and Generative Structural Quantization for Knowledge Graph Completion
ACL 2026
HFR-MKGC: Hierarchical Fusion Reasoning with MLLMs for Multi-modal Knowledge Graph Completion
AAAI 2026
Information-Theoretic Minimal Sufficient Representation for Multi-Domain Knowledge Graph Completion
AAAI 2026
Learning to Think on Hypergraph: HyperCoT for Structure-Guided N-ary Knowledge Graph Completion
ACL 2026
RECIPE-TKG: From Sparse History to Structured Reasoning for LLM-based Temporal Knowledge Graph Completion
EACL 2026
TeCES: Collaborative Geometric Knowledge Representation Framework under Evolving Fact Snapshots
ACL 2026
TGCA-LLM: Time-Aware Graph-Text Contrastive Alignment for Enhancing LLMs in Temporal Knowledge Graph Completion
AAAI 2026
APKGC: Noise-enhanced Multi-Modal Knowledge Graph Completion with Attention Penalty
AAAI 2025
A Survey of Link Prediction in N-ary Knowledge Graphs
EMNLP 2025
Beyond Completion: A Foundation Model for General Knowledge Graph Reasoning
ACL 2025
Context-aware Inductive Knowledge Graph Completion with Latent Type Constraints and Subgraph Reasoning
AAAI 2025
Croppable Knowledge Graph Embedding
ACL 2025
DrKGC: Dynamic Subgraph Retrieval-Augmented LLMs for Knowledge Graph Completion across General and Biomedical Domains
EMNLP 2025
Efficient Dynamic Graphs Learning with Refined Batch Parallel Training
IJCAI 2025
Enhancing Large Language Model for Knowledge Graph Completion via Structure-Aware Alignment-Tuning
EMNLP 2025
Filter-then-Generate: Large Language Models with Structure-Text Adapter for Knowledge Graph Completion
COLING 2025
From Chain to Tree: Refining Chain-like Rules into Tree-like Rules on Knowledge Graphs
COLING 2025
FS-KEN: Few-shot Knowledge Graph Reasoning by Adversarial Negative Enhancing
IJCAI 2025
GLTW: Joint Improved Graph Transformer and LLM via Three-Word Language for Knowledge Graph Completion
ACL 2025
HDiff: Confidence-Guided Denoising Diffusion for Robust Hyper-relational Link Prediction
EMNLP 2025
Hierarchy Knowledge Graph for Parameter-Efficient Entity Embedding
IJCAI 2025
How Sememic Components Can Benefit Link Prediction for Lexico-Semantic Knowledge Graphs?
EMNLP 2025
Inductive Link Prediction in N-ary Knowledge Graphs
COLING 2025