Knowledge & Reasoning

Cross-validating causal discovery via Leave-One-Variable-Out CLeaR 2025 CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM Era ACL 2025 Data-Driven Selection of Instrumental Variables for Additive Nonlinear, Constant Effects Models ICML 2025 Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems L4DC 2025 DCILP: A Distributed Approach for Large-Scale Causal Structure Learning AAAI 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 Decomposing Inconsistencies: Marginal Contributions and Pooling Techniques IJCAI 2025 Decomposition of Probabilities of Causation with Two Mediators UAI 2025 Deconfound Semantic Shift and Incompleteness in Incremental Few-shot Semantic Segmentation AAAI 2025 Deliberate Reasoning in Language Models as Structure-Aware Planning with an Accurate World Model ACL 2025 Demystifying the Power of Large Language Models in Graph Generation NAACL 2025 Deriving Causal Order from Single-Variable Interventions: Guarantees & Algorithm ICLR 2025 Deriving Strategic Market Insights with Large Language Models: A Benchmark for Forward Counterfactual Generation EMNLP 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 Causal Structure Learning with Identifiability by NOTIME AISTATS 2025 Differentiable Structure Learning with Ancestral Constraints ICML 2025 Digest the Knowledge: Large Language Models empowered Message Passing for Knowledge Graph Question Answering ACL 2025 Directed Cyclic Graphs for Simultaneous Discovery of Time-Lagged and Instantaneous Causality from Longitudinal Data Using Instrumental Variables JMLR 2025 Directed Graph Grammars for Sequence-based Learning ICML 2025 DisC2o-HD: Distributed causal inference with covariates shift for analyzing real-world high-dimensional data JMLR 2025 Discovering Conceptual Knowledge with Analytic Ontology Templates for Articulated Objects AAAI 2025 Discovering Latent Causal Graphs from Spatiotemporal Data ICML 2025 Discovering Physics Laws of Dynamical Systems via Invariant Function Learning ICML 2025