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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

When Does Syntax Mediate Neural Language Model Performance? Evidence from Dropout Probes NAACL 2022
Same Cause; Different Effects in the Brain CLEAR 2022
Predictive State Propensity Subclassification (PSPS): A causal inference algorithm for data-driven propensity score stratification CLEAR 2022
Towards Out-of-Distribution Sequential Event Prediction: A Causal Treatment NIPS 2022
Predicting the impact of treatments over time with uncertainty aware neural differential equations. AISTATS 2022
[CASPI] Causal-aware Safe Policy Improvement for Task-oriented Dialogue ACL 2022
CCA: An ML Pipeline for Cloud Anomaly Troubleshooting AAAI 2022
VACA: Designing Variational Graph Autoencoders for Causal Queries AAAI 2022
Reinforcement Learning of Causal Variables Using Mediation Analysis AAAI 2022
Interventional Multi-Instance Learning with Deconfounded Instance-Level Prediction AAAI 2022
Achieving Counterfactual Fairness for Causal Bandit AAAI 2022
Exploring the Latent Space of Autoencoders with Interventional Assays NIPS 2022
Slangvolution: A Causal Analysis of Semantic Change and Frequency Dynamics in Slang ACL 2022
Training a Resilient Q-network against Observational Interference AAAI 2022
Causes of Effects: Learning Individual Responses from Population Data IJCAI 2022
Unsupervised Causal Binary Concepts Discovery with VAE for Black-Box Model Explanation AAAI 2022
Causal Explanations and XAI CLEAR 2022
Why Fair Labels Can Yield Unfair Predictions: Graphical Conditions for Introduced Unfairness AAAI 2022
Darkness can not drive out darkness: Investigating Bias in Hate SpeechDetection Models ACL 2022
Minimum Cost Intervention Design for Causal Effect Identification ICML 2022
An Adaptive Logical Rule Embedding Model for Inductive Reasoning over Temporal Knowledge Graphs EMNLP 2022
Mitigating Spurious Correlation in Natural Language Understanding with Counterfactual Inference EMNLP 2022
Online Balanced Experimental Design ICML 2022
Continuous-Time Modeling of Counterfactual Outcomes Using Neural Controlled Differential Equations ICML 2022
Context-Aware Drift Detection ICML 2022