Knowledge & Reasoning

Taxonomy-Driven Knowledge Graph Construction for Domain-Specific Scientific Applications ACL 2025 TCCD: Tree-guided Continuous Causal Discovery via Collaborative MCTS-Parameter Optimization IJCAI 2025 TCP: a Benchmark for Temporal Constraint-Based Planning EMNLP 2025 Teaching Transformers Causal Reasoning through Axiomatic Training ICML 2025 TeDS: Joint Learning of Diachronic and Synchronic Perspectives in Quaternion Space for Temporal Knowledge Graph Completion ICML 2025 TEF: Causality-Aware Taxonomy Expansion via Front-Door Criterion COLING 2025 TeLoGraF: Temporal Logic Planning via Graph-encoded Flow Matching ICML 2025 Temporal Causal Reasoning with (Non-Recursive) Structural Equation Models AAAI 2025 Temporal Conjunctive Query Answering via Rewriting AAAI 2025 Temporal Inverse Probability Weighting for Causal Discovery in Controlled Before–After Studies: Discovering ADEs in Generics CLeaR 2025 Temporal Logic Control for Nonlinear Stochastic Systems Under Unknown Disturbances L4DC 2025 Tensor Decomposition Meets Knowledge Compilation: A Study Comparing Tensor Trains with OBDDs AAAI 2025 Testing Causal Models with Hidden Variables in Polynomial Delay via Conditional Independencies AAAI 2025 Text2Cypher: Bridging Natural Language and Graph Databases COLING 2025 TGB-Seq Benchmark: Challenging Temporal GNNs with Complex Sequential Dynamics ICLR 2025 THCM-CAL: Temporal-Hierarchical Causal Modelling with Conformal Calibration for Clinical Risk Prediction EMNLP 2025 The American Sign Language Knowledge Graph: Infusing ASL Models with Linguistic Knowledge NAACL 2025 The Causal-Effect Score in Data Management CLeaR 2025 The Causal Information Bottleneck and Optimal Causal Variable Abstractions UAI 2025 The Financial Document Causality Detection Shared Task (FinCausal 2025) COLING 2025 The Generalized Skew Spectrum of Graphs ICML 2025 The interventional Bayesian Gaussian equivalent score for Bayesian causal inference with unknown soft interventions CLeaR 2025 The Landscape of Causal Discovery Data: Grounding Causal Discovery in Real-World Applications CLeaR 2025 The Limits of Tractable Marginalization ICML 2025 The Probability of Tiered Benefit: Partial Identification with Robust and Stable Inference CLeaR 2025