Knowledge Graphs

Permutation-Free High-Order Interaction Tests ICML 2025 Perovskite-LLM: Knowledge-Enhanced Large Language Models for Perovskite Solar Cell Research EMNLP 2025 PieClam: A Universal Graph Autoencoder Based on Overlapping Inclusive and Exclusive Communities ICML 2025 PIORF: Physics-Informed Ollivier-Ricci Flow for Long–Range Interactions in Mesh Graph Neural Networks ICLR 2025 Polynomial-Delay MAG Listing with Novel Locally Complete Orientation Rules ICML 2025 Position: Causal Machine Learning Requires Rigorous Synthetic Experiments for Broader Adoption ICML 2025 Predicate-Conditional Conformalized Answer Sets for Knowledge Graph Embeddings ACL 2025 Probing Relative Interaction and Dynamic Calibration in Multi-modal Entity Alignment ACL 2025 Progressive Prefix-Memory Tuning for Complex Logical Query Answering on Knowledge Graphs IJCAI 2025 Propagate and Inject: Revisiting Propagation-Based Feature Imputation for Graphs with Partially Observed Features ICML 2025 PropRAG: Guiding Retrieval with Beam Search over Proposition Paths EMNLP 2025 Question-Aware Knowledge Graph Prompting for Enhancing Large Language Models ACL 2025 R2DQG: A Quality Meets Diversity Framework for Question Generation over Knowledge Bases IJCAI 2025 Rank, Chunk and Expand: Lineage-Oriented Reasoning for Taxonomy Expansion ACL 2025 Reaction Graph: Towards Reaction-Level Modeling for Chemical Reactions with 3D Structures ICML 2025 Recovery of Causal Graph Involving Latent Variables via Homologous Surrogates ICLR 2025 Refining Noisy Knowledge Graph with Large Language Models COLING 2025 REGULAR: A Framework for Relation-Guided Multi-Span Question Generation IJCNLP 2025 Reliable and Cost-Effective Exploratory Data Analysis via Graph-Guided RAG EMNLP 2025 Replacing Paths with Connection-Biased Attention for Knowledge Graph Completion AAAI 2025 Representation Learning Based Predicate Invention on Knowledge Graphs AAAI 2025 Representation Shattering in Transformers: A Synthetic Study with Knowledge Editing ICML 2025 Resolution-Alignment-Completion of Tabular Electronic Health Records via Meta-Path Generative Sampling ACL 2025 Rethink GraphODE Generalization within Coupled Dynamical System ICML 2025 Rethinking Smoothness for Fast and Adaptable Entity Alignment Decoding NAACL 2025