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Causal Inference

934 directly classified papers

Papers per year

Papers

Inconsistency Matters: A Knowledge-guided Dual-inconsistency Network for Multi-modal Rumor Detection EMNLP 2021
Enhancing Model Robustness and Fairness with Causality: A Regularization Approach EMNLP 2021
Robustifying Multi-hop QA through Pseudo-Evidentiality Training IJCNLP 2021
Neighborhood Intervention Consistency: Measuring Confidence for Knowledge Graph Link Prediction IJCAI 2021
Improving Causal Discovery By Optimal Bayesian Network Learning AAAI 2021
Deductive Learning for Weakly-Supervised 3D Human Pose Estimation via Uncalibrated Cameras AAAI 2021
A Causal Lens for Controllable Text Generation NIPS 2021
ACRE: Abstract Causal REasoning Beyond Covariation CVPR 2021
Automated Storytelling via Causal, Commonsense Plot Ordering AAAI 2021
An Information-Theoretic Approach on Causal Structure Learning for Heterogeneous Data Characteristics of Real-World Scenarios IJCAI 2021
Near-Optimal Multi-Perturbation Experimental Design for Causal Structure Learning NIPS 2021
The Adaptive Doubly Robust Estimator and a Paradox Concerning Logging Policy NIPS 2021
Iterative Causal Discovery in the Possible Presence of Latent Confounders and Selection Bias NIPS 2021
Recursive Causal Structure Learning in the Presence of Latent Variables and Selection Bias NIPS 2021
Identification and Estimation of Joint Probabilities of Potential Outcomes in Observational Studies with Covariate Information NIPS 2021
Learning Generalized Gumbel-max Causal Mechanisms NIPS 2021
Beware of the Simulated DAG! Causal Discovery Benchmarks May Be Easy to Game NIPS 2021
Testing Independence Between Linear Combinations for Causal Discovery AAAI 2021
CausalVAE: Disentangled Representation Learning via Neural Structural Causal Models CVPR 2021
Explanations for Occluded Images ICCV 2021
Transporting Causal Mechanisms for Unsupervised Domain Adaptation ICCV 2021
Sensitivity Analysis for Causal Mediation through Text: an Application to Political Polarization EMNLP 2021
Logic-level Evidence Retrieval and Graph-based Verification Network for Table-based Fact Verification EMNLP 2021
Exploiting Equality Constraints in Causal Inference AISTATS 2021
Effect Generation Based on Causal Reasoning EMNLP 2021