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Causal Inference

934 directly classified papers

Papers per year

Papers

Finding Valid Adjustments under Non-ignorability with Minimal DAG Knowledge AISTATS 2022
Almost Optimal Universal Lower Bound for Learning Causal DAGs with Atomic Interventions AISTATS 2022
Identification in Tree-shaped Linear Structural Causal Models AISTATS 2022
On the Assumptions of Synthetic Control Methods AISTATS 2022
Variance Minimization in the Wasserstein Space for Invariant Causal Prediction AISTATS 2022
ERGO: Event Relational Graph Transformer for Document-level Event Causality Identification COLING 2022
Deconfounding Physical Dynamics with Global Causal Relation and Confounder Transmission for Counterfactual Prediction AAAI 2022
Mitigating Reporting Bias in Semi-supervised Temporal Commonsense Inference with Probabilistic Soft Logic AAAI 2022
Debiasing NLU Models via Causal Intervention and Counterfactual Reasoning AAAI 2022
From Actions to Programs as Abstract Actual Causes AAAI 2022
Learning from Missing Relations: Contrastive Learning with Commonsense Knowledge Graphs for Commonsense Inference ACL 2022
e-CARE: a New Dataset for Exploring Explainable Causal Reasoning ACL 2022
CRAFT: A Benchmark for Causal Reasoning About Forces and inTeractions ACL 2022
Think Before You Speak: Explicitly Generating Implicit Commonsense Knowledge for Response Generation ACL 2022
Canary Extraction in Natural Language Understanding Models ACL 2022
When did you become so smart, oh wise one?! Sarcasm Explanation in Multi-modal Multi-party Dialogues ACL 2022
Do Learned Representations Respect Causal Relationships? CVPR 2022
Measuring Compositional Consistency for Video Question Answering CVPR 2022
A Causal Analysis of Harm NIPS 2022
Robust Hate Speech Detection via Mitigating Spurious Correlations AACL 2022
BusyBot: Learning to Interact, Reason, and Plan in a BusyBoard Environment CORL 2022
PInKS: Preconditioned Commonsense Inference with Minimal Supervision IJCNLP 2022
Obtaining Causal Information by Merging Datasets with MAXENT AISTATS 2022
On the Convergence of Continuous Constrained Optimization for Structure Learning AISTATS 2022
Causal Effect Identification with Context-specific Independence Relations of Control Variables AISTATS 2022