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causal inference

1619 papers

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Also known as

ITE IDA SCM CI CATE

Co-occurring keywords

causal discovery (459) structural causal model (182) treatment effect (134) graphical model (863) counterfactual reasoning (224) representation learning (6174) observational datum (109) domain generalization (1517) causal effect (107) causal graph (137)

Papers

Validating Causal Inference Methods ICML 2022
Scalable Computation of Causal Bounds ICML 2022
A Tree-based Model Averaging Approach for Personalized Treatment Effect Estimation from Heterogeneous Data Sources ICML 2022
Counterfactual Prediction for Outcome-Oriented Treatments ICML 2022
Invariant Ancestry Search ICML 2022
Causal Classification: Treatment Effect Estimation vs. Outcome Prediction JMLR 2022
Robust Hate Speech Detection via Mitigating Spurious Correlations IJCNLP 2022
Some Reflections on Drawing Causal Inference using Textual Data: Parallels Between Human Subjects and Organized Texts CLEAR 2022
Data-driven exclusion criteria for instrumental variable studies CLEAR 2022
Incorporating Causal Analysis into Diversified and Logical Response Generation COLING 2022
RieszNet and ForestRiesz: Automatic Debiased Machine Learning with Neural Nets and Random Forests ICML 2022
Partial Identification with Noisy Covariates: A Robust Optimization Approach CLEAR 2022
Ancestral Instrument Method for Causal Inference without Complete Knowledge IJCAI 2022
On the Opportunity of Causal Learning in Recommendation Systems: Foundation, Estimation, Prediction and Challenges IJCAI 2022
Document-Level Event Argument Extraction by Leveraging Redundant Information and Closed Boundary Loss NAACL 2022
Causal Transportability for Visual Recognition CVPR 2022
Info Intervention and its Causal Calculus CLEAR 2022
Learning a High-dimensional Linear Structural Equation Model via l1-Regularized Regression JMLR 2021
Invariant representation learning for treatment effect estimation UAI 2021
Learning without Knowing: Unobserved Context in Continuous Transfer Reinforcement Learning L4DC 2021
Scalable Intervention Target Estimation in Linear Models NIPS 2021
Causal Learning for Socially Responsible AI IJCAI 2021
SUTD-TrafficQA: A Question Answering Benchmark and an Efficient Network for Video Reasoning Over Traffic Events CVPR 2021
Causal Hidden Markov Model for Time Series Disease Forecasting CVPR 2021
CausalVAE: Disentangled Representation Learning via Neural Structural Causal Models CVPR 2021