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Causal Inference

934 directly classified papers

Papers per year

Papers

Federated Causality Learning with Explainable Adaptive Optimization AAAI 2024
CUTS+: High-Dimensional Causal Discovery from Irregular Time-Series AAAI 2024
Towards the Disappearing Truth: Fine-Grained Joint Causal Influences Learning with Hidden Variable-Driven Causal Hypergraphs in Time Series AAAI 2024
Causal Adversarial Perturbations for Individual Fairness and Robustness in Heterogeneous Data Spaces AAAI 2024
An effective framework for estimating individualized treatment rules NIPS 2024
Multimodal Event Causality Reasoning with Scene Graph Enhanced Interaction Network AAAI 2024
Graph Contrastive Invariant Learning from the Causal Perspective AAAI 2024
Diagnosing and Rectifying Fake OOD Invariance: A Restructured Causal Approach AAAI 2024
Learning the Topology and Behavior of Discrete Dynamical Systems AAAI 2024
NESTER: An Adaptive Neurosymbolic Method for Causal Effect Estimation AAAI 2024
QUITE: Quantifying Uncertainty in Natural Language Text in Bayesian Reasoning Scenarios EMNLP 2024
Towards Learning and Explaining Indirect Causal Effects in Neural Networks AAAI 2024
Instrumental Variable Estimation for Causal Inference in Longitudinal Data with Time-Dependent Latent Confounders AAAI 2024
Beaver: Practical Partial Snapshots for Distributed Cloud Services OSDI 2024
Building Minimal and Reusable Causal State Abstractions for Reinforcement Learning AAAI 2024
s-ID: Causal Effect Identification in a Sub-population AAAI 2024
Causal-learn: Causal Discovery in Python JMLR 2024
CHECKWHY: Causal Fact Verification via Argument Structure ACL 2024
Action Inference for Destination Prediction in Vision-and-Language Navigation ACL 2024
Exploring Defeasibility in Causal Reasoning ACL 2024
CausalCite: A Causal Formulation of Paper Citations ACL 2024
Unit Selection with Nonbinary Treatment and Effect AAAI 2024
Causal-CoG: A Causal-Effect Look at Context Generation for Boosting Multi-modal Language Models CVPR 2024
Identification of Causal Structure in the Presence of Missing Data with Additive Noise Model AAAI 2024
MECD: Unlocking Multi-Event Causal Discovery in Video Reasoning NIPS 2024