Causal Inference

Reinforcement Causal Structure Learning on Order Graph AAAI 2023 Scaling Marginalized Importance Sampling to High-Dimensional State-Spaces via State Abstraction AAAI 2023 Spatio-Temporal Neural Structural Causal Models for Bike Flow Prediction AAAI 2023 SSNSheerinKavitha at SemEval-2023 Task 7: Semantic Rule Based Label Prediction Using TF-IDF and BM25 Techniques SemEval 2023 Stable Estimation of Heterogeneous Treatment Effects ICML 2023 Stable Learning via Sparse Variable Independence AAAI 2023 Text-Transport: Toward Learning Causal Effects of Natural Language EMNLP 2023 The Magic of IF: Investigating Causal Reasoning Abilities in Large Language Models of Code ACL 2023 Towards Balanced Representation Learning for Credit Policy Evaluation AISTATS 2023 Trust Your $\nabla$: Gradient-based Intervention Targeting for Causal Discovery NeurIPS 2023 Understanding the Impact of Competing Events on Heterogeneous Treatment Effect Estimation from Time-to-Event Data AISTATS 2023 Vector Causal Inference between Two Groups of Variables AAAI 2023 Weather2vec: Representation Learning for Causal Inference with Non-local Confounding in Air Pollution and Climate Studies AAAI 2023 A Causal Debiasing Framework for Unsupervised Salient Object Detection AAAI 2022 A Causal Inference Look at Unsupervised Video Anomaly Detection AAAI 2022 Active Bayesian Causal Inference NeurIPS 2022 Anticipating Performativity by Predicting from Predictions NeurIPS 2022 Are All Spurious Features in Natural Language Alike? An Analysis through a Causal Lens EMNLP 2022 Bivariate Causal Discovery for Categorical Data via Classification with Optimal Label Permutation NeurIPS 2022 Bounding Counterfactuals under Selection Bias PGM 2022 Causal Classification: Treatment Effect Estimation vs. Outcome Prediction JMLR 2022 Causal Discovery in Heterogeneous Environments Under the Sparse Mechanism Shift Hypothesis NeurIPS 2022 Causal Inference Through the Structural Causal Marginal Problem ICML 2022 Causal Inference with Non-IID Data using Linear Graphical Models NeurIPS 2022 CCA: An ML Pipeline for Cloud Anomaly Troubleshooting AAAI 2022