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Causal Inference

523 directly classified papers

Papers per year

Papers

When Causal Inference Meets Graph Machine Learning AAAI 2024
DINER: Debiasing Aspect-based Sentiment Analysis with Multi-variable Causal Inference ACL 2024
QWO: Speeding Up Permutation-Based Causal Discovery in LiGAMs NIPS 2024
TNPAR: Topological Neural Poisson Auto-Regressive Model for Learning Granger Causal Structure from Event Sequences AAAI 2024
Are LLMs Capable of Data-based Statistical and Causal Reasoning? Benchmarking Advanced Quantitative Reasoning with Data ACL 2024
Sample Complexity of Interventional Causal Representation Learning NIPS 2024
Causal Contrastive Learning for Counterfactual Regression Over Time NIPS 2024
An effective framework for estimating individualized treatment rules NIPS 2024
Hierarchical and Density-based Causal Clustering NIPS 2024
When to Act and When to Ask: Policy Learning With Deferral Under Hidden Confounding NIPS 2024
DeCoT: Debiasing Chain-of-Thought for Knowledge-Intensive Tasks in Large Language Models via Causal Intervention ACL 2024
Causal Estimation of Memorisation Profiles ACL 2024
Marrying Causal Representation Learning with Dynamical Systems for Science NIPS 2024
Interventional Causal Discovery in a Mixture of DAGs NIPS 2024
On the Actionability of Outcome Prediction AAAI 2024
Discovering Heterogeneous Causal Effects in Relational Data AAAI 2024
Long-Term Fair Decision Making through Deep Generative Models AAAI 2024
Identifying General Mechanism Shifts in Linear Causal Representations NIPS 2024
Identification of Causal Structure in the Presence of Missing Data with Additive Noise Model AAAI 2024
Causal Representation Learning via Counterfactual Intervention AAAI 2024
Causal Discovery from Poisson Branching Structural Causal Model Using High-Order Cumulant with Path Analysis AAAI 2024
Neural Causal Abstractions AAAI 2024
MECD: Unlocking Multi-Event Causal Discovery in Video Reasoning NIPS 2024
Mind the Graph When Balancing Data for Fairness or Robustness NIPS 2024
Higher-Order Causal Message Passing for Experimentation with Complex Interference NIPS 2024