Causal Inference

Solving Satisfiability Modulo Counting for Symbolic and Statistical AI Integration with Provable Guarantees AAAI 2024 SpaCE: The Spatial Confounding Environment ICLR 2024 Spatial-Logic-Aware Weakly Supervised Learning for Flood Mapping on Earth Imagery AAAI 2024 Stable Differentiable Causal Discovery ICML 2024 Statistical and Causal Robustness for Causal Null Hypothesis Tests UAI 2024 Streamflow Prediction with Uncertainty Quantification for Water Management: A Constrained Reasoning and Learning Approach IJCAI 2024 Structural Estimation of Partially Observed Linear Non-Gaussian Acyclic Model: A Practical Approach with Identifiability ICLR 2024 Structured Learning of Compositional Sequential Interventions NeurIPS 2024 Structure Learning with Continuous Optimization: A Sober Look and Beyond CLeaR 2024 Sub-optimal Experts mitigate Ambiguity in Inverse Reinforcement Learning NeurIPS 2024 Surprise! Uniform Information Density Isn’t the Whole Story: Predicting Surprisal Contours in Long-form Discourse EMNLP 2024 SymKGQA: Few-Shot Knowledge Graph Question Answering via Symbolic Program Generation and Execution ACL 2024 Symmetry-Informed Governing Equation Discovery NeurIPS 2024 Tackling Non-Stationarity in Reinforcement Learning via Causal-Origin Representation ICML 2024 Take Its Essence, Discard Its Dross! Debiasing for Toxic Language Detection via Counterfactual Causal Effect COLING 2024 Taming Generative Diffusion Prior for Universal Blind Image Restoration NeurIPS 2024 Tangential Wasserstein Projections JMLR 2024 Tangent Space Causal Inference: Leveraging Vector Fields for Causal Discovery in Dynamical Systems NeurIPS 2024 Targeted Reduction of Causal Models UAI 2024 Task-Driven Causal Feature Distillation: Towards Trustworthy Risk Prediction AAAI 2024 Teaching Probabilistic Logical Reasoning to Transformers EACL 2024 TempoFormer: A Transformer for Temporally-aware Representations in Change Detection EMNLP 2024 Temporal Cognitive Tree: A Hierarchical Modeling Approach for Event Temporal Relation Extraction EMNLP 2024 Temporal Knowledge Graph Extrapolation via Causal Subhistory Identification IJCAI 2024 Temporal Knowledge Graph Reasoning with Dynamic Hypergraph Embedding COLING 2024