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Causal Inference

3310 directly classified papers

Papers per year

Papers

Outcome Assumptions and Duality Theory for Balancing Weights AISTATS 2022
Causal Effect Identification with Context-specific Independence Relations of Control Variables AISTATS 2022
AbductionRules: Training Transformers to Explain Unexpected Inputs ACL 2022
Knowledge-Based News Event Analysis and Forecasting Toolkit IJCAI 2022
Investigating the Robustness of Natural Language Generation from Logical Forms via Counterfactual Samples EMNLP 2022
Social Norms-Grounded Machine Ethics in Complex Narrative Situation COLING 2022
Analytical Reasoning of Text NAACL 2022
What changed? Investigating Debiasing Methods using Causal Mediation Analysis NAACL 2022
Parsing as Deduction Revisited: Using an Automatic Theorem Prover to Solve an SMT Model of a Minimalist Parser EMNLP 2022
What is Right for Me is Not Yet Right for You: A Dataset for Grounding Relative Directions via Multi-Task Learning IJCAI 2022
A Universal PINNs Method for Solving Partial Differential Equations with a Point Source IJCAI 2022
Communicative Subgraph Representation Learning for Multi-Relational Inductive Drug-Gene Interaction Prediction IJCAI 2022
ACENet: Attention Guided Commonsense Reasoning on Hybrid Knowledge Graph EMNLP 2022
A Meta-framework for Spatiotemporal Quantity Extraction from Text ACL 2022
Towards Consistent Document-level Entity Linking: Joint Models for Entity Linking and Coreference Resolution ACL 2022
Cause-effect inference through spectral independence in linear dynamical systems: theoretical foundations CLEAR 2022
Differentiable Causal Discovery Under Latent Interventions CLEAR 2022
Predictive State Propensity Subclassification (PSPS): A causal inference algorithm for data-driven propensity score stratification CLEAR 2022
CaM-Gen: Causally Aware Metric-Guided Text Generation ACL 2022
Disentanglement via Mechanism Sparsity Regularization: A New Principle for Nonlinear ICA CLEAR 2022
Optimal Training of Fair Predictive Models CLEAR 2022
Diffusion Causal Models for Counterfactual Estimation CLEAR 2022
Causal Structure Discovery between Clusters of Nodes Induced by Latent Factors CLEAR 2022
Legal Judgment Prediction via Event Extraction with Constraints ACL 2022
MIMICause: Representation and automatic extraction of causal relation types from clinical notes ACL 2022