Causal Inference

Causal discovery with endogenous context variables NeurIPS 2024 Causal Discovery with Fewer Conditional Independence Tests ICML 2024 Causal Discovery with Generalized Linear Models through Peeling Algorithms JMLR 2024 Causal Effect Identification in a Sub-Population with Latent Variables NeurIPS 2024 Causal Effect Identification in LiNGAM Models with Latent Confounders ICML 2024 Causal effects of intervening variables in settings with unmeasured confounding JMLR 2024 Causal Imitation for Markov Decision Processes: a Partial Identification Approach NeurIPS 2024 Causal Inference from Competing Treatments ICML 2024 Causal Inference out of Control: Estimating Performativity without Treatment Randomization ICML 2024 Causal-IQA: Towards the Generalization of Image Quality Assessment Based on Causal Inference ICML 2024 Causality Based Front-door Defense Against Backdoor Attack on Language Models ICML 2024 Causal-learn: Causal Discovery in Python JMLR 2024 Causally Aware Generative Adversarial Networks for Light Pollution Control AAAI 2024 Causal Modeling with Stationary Diffusions AISTATS 2024 CausalNET: Unveiling Causal Structures on Event Sequences by Topology-Informed Causal Attention IJCAI 2024 Causal Q-Aggregation for CATE Model Selection AISTATS 2024 Causal Representation Learning Made Identifiable by Grouping of Observational Variables ICML 2024 CausalStock: Deep End-to-end Causal Discovery for News-driven Multi-stock Movement Prediction NeurIPS 2024 Chain-of-History Reasoning for Temporal Knowledge Graph Forecasting ACL 2024 Challenges and Considerations in the Evaluation of Bayesian Causal Discovery ICML 2024 CHECKWHY: Causal Fact Verification via Argument Structure ACL 2024 CNEQ: Incorporating numbers into Knowledge Graph Reasoning EMNLP 2024 Collaborative Heterogeneous Causal Inference Beyond Meta-analysis ICML 2024 Conditional Common Entropy for Instrumental Variable Testing and Partial Identification ICML 2024 Conditional Generative Models are Sufficient to Sample from Any Causal Effect Estimand NeurIPS 2024