Representation

Commute Graph Neural Networks ICML 2025 Complete-Tree Space Favors Data-Efficient Link Prediction ICML 2025 Compositional Causal Reasoning Evaluation in Language Models ICML 2025 Conceptual Diagnostics for Knowledge Graphs and Large Language Models ACL 2025 Conditional Dichotomy Quantification via Geometric Embedding ACL 2025 Conformalized Answer Set Prediction for Knowledge Graph Embedding NAACL 2025 Consistent Query Answering over Existential Rules with Open and Closed Predicates AAAI 2025 Constraint-based causal discovery with tiered background knowledge and latent variables in single or overlapping datasets CLeaR 2025 ConTextual: Improving Clinical Text Summarization in LLMs with Context-preserving Token Filtering and Knowledge Graphs MLHC 2025 Contractions Based on Optimal Repairs (Extended Abstract) IJCAI 2025 Controlling for discrete unmeasured confounding in nonlinear causal models CLeaR 2025 Cooperation of Experts: Fusing Heterogeneous Information with Large Margin ICML 2025 Correcting on Graph: Faithful Semantic Parsing over Knowledge Graphs with Large Language Models ACL 2025 Counterfactual Contrastive Learning with Normalizing Flows for Robust Treatment Effect Estimation ICML 2025 Counterfactual explanability of black-box prediction models CLeaR 2025 Covered Forest: Fine-grained generalization analysis of graph neural networks ICML 2025 Creating Hierarchical Relations in a Multilingual Event-type Ontology ACL 2025 Croppable Knowledge Graph Embedding ACL 2025 CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM Era ACL 2025 DDS: Decoupled Dynamic Scene-Graph Generation Network WACV 2025 Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains ACL 2025 Demystifying the Power of Large Language Models in Graph Generation NAACL 2025 Detecting Corpus-Level Knowledge Inconsistencies in Wikipedia with Large Language Models EMNLP 2025 DGCPL: Dual Graph Distillation for Concept Prerequisite Relation Learning IJCAI 2025 Differentiable Structure Learning with Ancestral Constraints ICML 2025