causal inference

Influence Tuning: Demoting Spurious Correlations via Instance Attribution and Instance-Driven Updates EMNLP 2021 Instance-dependent Label-noise Learning under a Structural Causal Model NeurIPS 2021 Instrumental Variable-based Identification for Causal Effects using Covariate Information AAAI 2021 Integrated Latent Heterogeneity and Invariance Learning in Kernel Space NeurIPS 2021 Interventional Sum-Product Networks: Causal Inference with Tractable Probabilistic Models NeurIPS 2021 Interventional Video Grounding With Dual Contrastive Learning CVPR 2021 Intervention Efficient Algorithms for Approximate Learning of Causal Graphs ALT 2021 Invariant representation learning for treatment effect estimation UAI 2021 It’s quality and quantity: the effect of the amount of comments on online suicidal posts EMNLP 2021 Knowledge-Enhanced Evidence Retrieval for Counterargument Generation EMNLP 2021 Latent Convergent Cross Mapping ICLR 2021 Learning Adjustment Sets from Observational and Limited Experimental Data AAAI 2021 Learning a High-dimensional Linear Structural Equation Model via l1-Regularized Regression JMLR 2021 Learning Deep Features in Instrumental Variable Regression ICLR 2021 Learning Faithful Representations of Causal Graphs ACL 2021 Learning Invariant Representations for Reinforcement Learning without Reconstruction ICLR 2021 Learning latent causal graphs via mixture oracles NeurIPS 2021 Learning Matching Representations for Individualized Organ Transplantation Allocation AISTATS 2021 Learning Treatment Effects in Panels with General Intervention Patterns NeurIPS 2021 Learning without Knowing: Unobserved Context in Continuous Transfer Reinforcement Learning L4DC 2021 Local explanations via necessity and sufficiency: unifying theory and practice UAI 2021 Matching a Desired Causal State via Shift Interventions NeurIPS 2021 Meta Learning for Causal Direction AAAI 2021 Minimal enumeration of all possible total effects in a Markov equivalence class AISTATS 2021 Mining the Cause of Political Decision-Making from Social Media: A Case Study of COVID-19 Policies across the US States EMNLP 2021