Causal Inference

Deconfound Semantic Shift and Incompleteness in Incremental Few-shot Semantic Segmentation AAAI 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 Differentiable Causal Structure Learning with Identifiability by NOTIME AISTATS 2025 Differentiable Structure Learning with Ancestral Constraints ICML 2025 Directed Cyclic Graphs for Simultaneous Discovery of Time-Lagged and Instantaneous Causality from Longitudinal Data Using Instrumental Variables JMLR 2025 DisC2o-HD: Distributed causal inference with covariates shift for analyzing real-world high-dimensional data JMLR 2025 Discovering Physics Laws of Dynamical Systems via Invariant Function Learning ICML 2025 Disentangled Multi-span Evolutionary Network against Temporal Knowledge Graph Reasoning ACL 2025 Disentangling Biased Representations: A Causal Intervention Framework for Fairer NLP Models ACL 2025 Distinguishing Cause from Effect with Causal Velocity Models ICML 2025 DS-MHP: Improving Chain-of-Thought through Dynamic Subgraph-Guided Multi-Hop Path EMNLP 2025 DSPNet: Dual-vision Scene Perception for Robust 3D Question Answering CVPR 2025 DyCAST: Learning Dynamic Causal Structure from Time Series ICLR 2025 Dynamic Energy-Based Contrastive Learning with Multi-Stage Knowledge Verification for Event Causality Identification EMNLP 2025 Efficient and Trustworthy Causal Discovery with Latent Variables and Complex Relations ICLR 2025 Efficient Causal Decision Making with One-sided Feedback ICLR 2025 E-LDA: Toward Interpretable LDA Topic Models with Strong Guarantees in Logarithmic Parallel Time ICML 2025 Enhancing Event Causality Identification with LLM Knowledge and Concept-Level Event Relations COLING 2025 Enhancing Uncertainty Modeling with Semantic Graph for Hallucination Detection AAAI 2025 Estimating Network-Mediated Causal Effects via Principal Components Network Regression JMLR 2025 Exogenous Isomorphism for Counterfactual Identifiability ICML 2025 Exploring Backward Reasoning in Large Language Models NAACL 2025 Extending Structural Causal Models for Autonomous Vehicles to Simplify Temporal System Construction & Enable Dynamic Interactions Between Agents CLeaR 2025 Extracting Financial Causality through QA: Insights from FinCausal 2025 Spanish Subtask COLING 2025