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Causal Inference

934 directly classified papers

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Papers

Generated Knowledge Prompting for Commonsense Reasoning ACL 2022
Relevant CommonSense Subgraphs for “What if...” Procedural Reasoning ACL 2022
CICERO: A Dataset for Contextualized Commonsense Inference in Dialogues ACL 2022
Context-aware Information-theoretic Causal De-biasing for Interactive Sequence Labeling EMNLP 2022
OrphicX: A Causality-Inspired Latent Variable Model for Interpreting Graph Neural Networks CVPR 2022
Causality Inspired Representation Learning for Domain Generalization CVPR 2022
Causal Discovery in Linear Latent Variable Models Subject to Measurement Error NIPS 2022
Counterfactual Fairness with Partially Known Causal Graph NIPS 2022
MissDAG: Causal Discovery in the Presence of Missing Data with Continuous Additive Noise Models NIPS 2022
Sample Constrained Treatment Effect Estimation NIPS 2022
Latent Hierarchical Causal Structure Discovery with Rank Constraints NIPS 2022
Debiased Causal Tree: Heterogeneous Treatment Effects Estimation with Unmeasured Confounding NIPS 2022
Staggered Rollout Designs Enable Causal Inference Under Interference Without Network Knowledge NIPS 2022
Bivariate Causal Discovery for Categorical Data via Classification with Optimal Label Permutation NIPS 2022
Causal Discovery in Heterogeneous Environments Under the Sparse Mechanism Shift Hypothesis NIPS 2022
Deep Multi-Modal Structural Equations For Causal Effect Estimation With Unstructured Proxies NIPS 2022
Conditional Independence Testing with Heteroskedastic Data and Applications to Causal Discovery NIPS 2022
Large-Scale Differentiable Causal Discovery of Factor Graphs NIPS 2022
Interventions, Where and How? Experimental Design for Causal Models at Scale NIPS 2022
An Adaptive Kernel Approach to Federated Learning of Heterogeneous Causal Effects NIPS 2022
Disentangling Causal Effects from Sets of Interventions in the Presence of Unobserved Confounders NIPS 2022
Causal Discovery in Hawkes Processes by Minimum Description Length AAAI 2022
A Hybrid Causal Structure Learning Algorithm for Mixed-Type Data AAAI 2022
Deconfounded Visual Grounding AAAI 2022
On Testing for Discrimination Using Causal Models AAAI 2022