Causal Inference

Sample Constrained Treatment Effect Estimation NeurIPS 2022 Sampling and Counting Acyclic Orientations in Chordal Graphs (Student Abstract) AAAI 2022 Scalable Computation of Causal Bounds ICML 2022 Scalable Sensitivity and Uncertainty Analyses for Causal-Effect Estimates of Continuous-Valued Interventions NeurIPS 2022 Score Matching Enables Causal Discovery of Nonlinear Additive Noise Models ICML 2022 Selective Machine Learning of the Average Treatment Effect with an Invalid Instrumental Variable JMLR 2022 Semiparametric causal sufficient dimension reduction of multidimensional treatments UAI 2022 Semiparametric Inference For Causal Effects In Graphical Models With Hidden Variables JMLR 2022 Short-Term Solar Irradiance Prediction From Sky Images With a Clear Sky Model WACV 2022 Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis NAACL 2022 Show, Deconfound and Tell: Image Captioning With Causal Inference CVPR 2022 Slangvolution: A Causal Analysis of Semantic Change and Frequency Dynamics in Slang ACL 2022 Social Norms-Grounded Machine Ethics in Complex Narrative Situation COLING 2022 SocioFillmore: A Tool for Discovering Perspectives ACL 2022 Some Reflections on Drawing Causal Inference using Textual Data: Parallels Between Human Subjects and Organized Texts CLeaR 2022 Sound and Complete Causal Identification with Latent Variables Given Local Background Knowledge NeurIPS 2022 Speech imitation skills predict automatic phonetic convergence: a GMM-UBM study on L2 Interspeech 2022 Stability-Driven Contact Reconstruction From Monocular Color Images CVPR 2022 Staggered Rollout Designs Enable Causal Inference Under Interference Without Network Knowledge NeurIPS 2022 State Dependent Performative Prediction with Stochastic Approximation AISTATS 2022 Stateful Offline Contextual Policy Evaluation and Learning AISTATS 2022 StereoKG: Data-Driven Knowledge Graph Construction For Cultural Knowledge and Stereotypes NAACL 2022 Strategic Instrumental Variable Regression: Recovering Causal Relationships From Strategic Responses ICML 2022 Structural Agnostic Modeling: Adversarial Learning of Causal Graphs JMLR 2022 Structure-Aware Flow Generation for Human Body Reshaping CVPR 2022