Causal Inference

Causal Contrastive Learning for Counterfactual Regression Over Time NeurIPS 2024 Causal Discovery from Event Sequences by Local Cause-Effect Attribution NeurIPS 2024 Causal Discovery from Poisson Branching Structural Causal Model Using High-Order Cumulant with Path Analysis AAAI 2024 Causal Discovery Inspired Unsupervised Domain Adaptation for Emotion-Cause Pair Extraction EMNLP 2024 Causal discovery with endogenous context variables NeurIPS 2024 Causal-Driven Skill Prerequisite Structure Discovery AAAI 2024 Causal Effect Identification in a Sub-Population with Latent Variables NeurIPS 2024 Causal Estimation of Memorisation Profiles ACL 2024 Causal Modeling with Stationary Diffusions AISTATS 2024 CausalPC: Improving the Robustness of Point Cloud Classification by Causal Effect Identification CVPR 2024 Causal Representation Learning via Counterfactual Intervention AAAI 2024 CausalStock: Deep End-to-end Causal Discovery for News-driven Multi-stock Movement Prediction NeurIPS 2024 Causal Temporal Representation Learning with Nonstationary Sparse Transition NeurIPS 2024 Consistency of Neural Causal Partial Identification NeurIPS 2024 CoreRec: A Counterfactual Correlation Inference for Next Set Recommendation AAAI 2024 Counterfactual Fairness by Combining Factual and Counterfactual Predictions NeurIPS 2024 Covariate Shift Corrected Conditional Randomization Test NeurIPS 2024 DAG-Informed Structure Learning from Multi-Dimensional Point Processes JMLR 2024 Data-faithful Feature Attribution: Mitigating Unobservable Confounders via Instrumental Variables NeurIPS 2024 Debiased Collaborative Filtering with Kernel-Based Causal Balancing ICLR 2024 DeCoT: Debiasing Chain-of-Thought for Knowledge-Intensive Tasks in Large Language Models via Causal Intervention ACL 2024 Delphic Offline Reinforcement Learning under Nonidentifiable Hidden Confounding ICLR 2024 Detecting and Measuring Confounding Using Causal Mechanism Shifts NeurIPS 2024 Differentiable Pareto-Smoothed Weighting for High-Dimensional Heterogeneous Treatment Effect Estimation UAI 2024 DiffPO: A causal diffusion model for learning distributions of potential outcomes NeurIPS 2024