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Causal Inference

3310 directly classified papers

Papers per year

Papers

Inducing Character-level Structure in Subword-based Language Models with Type-level Interchange Intervention Training ACL 2023

Examining the Causal Impact of First Names on Language Models: The Case of Social Commonsense Reasoning ACL 2023

Controlling Learned Effects to Reduce Spurious Correlations in Text Classifiers ACL 2023

CausalDialogue: Modeling Utterance-level Causality in Conversations ACL 2023

Information-Theoretic Causal Discovery and Intervention Detection over Multiple Environments AAAI 2023

Homotopy-based training of NeuralODEs for accurate dynamics discovery NIPS 2023

Solving Inverse Physics Problems with Score Matching NIPS 2023

Enhancing Event Causality Identification with Event Causal Label and Event Pair Interaction Graph ACL 2023

The d-Separation Criterion in Categorical Probability JMLR 2023

CausalSim: A Causal Framework for Unbiased Trace-Driven Simulation NSDI 2023

Safe Sequential Testing and Effect Estimation in Stratified Count Data AISTATS 2023

The Lauritzen-Chen Likelihood For Graphical Models AISTATS 2023

Cooperative Inverse Decision Theory for Uncertain Preferences AISTATS 2023

Robust and Agnostic Learning of Conditional Distributional Treatment Effects AISTATS 2023

NODAGS-Flow: Nonlinear Cyclic Causal Structure Learning AISTATS 2023

Combining Graphical and Algebraic Approaches for Parameter Identification in Latent Variable Structural Equation Models AISTATS 2023

Causal Entropy Optimization AISTATS 2023

Probabilities of Causation: Role of Observational Data AISTATS 2023

Sample Complexity of Distinguishing Cause from Effect AISTATS 2023

Approximate Regions of Attraction in Learning with Decision-Dependent Distributions AISTATS 2023

Estimating Conditional Average Treatment Effects with Missing Treatment Information AISTATS 2023

To Impute or not to Impute? Missing Data in Treatment Effect Estimation AISTATS 2023

Adapting to Latent Subgroup Shifts via Concepts and Proxies AISTATS 2023

Learning Robust Graph Neural Networks with Limited Supervision AISTATS 2023

Falsification of Internal and External Validity in Observational Studies via Conditional Moment Restrictions AISTATS 2023