Artificial Intelligence › Core AI ›

Causal Inference

3310 directly classified papers

Papers per year

Papers

Semiparametric Efficient Inference in Adaptive Experiments CLEAR 2024

Structure Learning with Continuous Optimization: A Sober Look and Beyond CLEAR 2024

Cautionary Tales on Synthetic Controls in Survival Analyses CLEAR 2024

Extracting the Multiscale Causal Backbone of Brain Dynamics CLEAR 2024

Causal Discovery Under Local Privacy CLEAR 2024

Confounded Budgeted Causal Bandits CLEAR 2024

Inference of nonlinear causal effects with application to TWAS with GWAS summary data CLEAR 2024

Lifted Causal Inference in Relational Domains CLEAR 2024

Scalable Counterfactual Distribution Estimation in Multivariate Causal Models CLEAR 2024

Causal State Distillation for Explainable Reinforcement Learning CLEAR 2024

Pragmatic Fairness: Developing Policies with Outcome Disparity Control CLEAR 2024

Expediting Reinforcement Learning by Incorporating Knowledge About Temporal Causality in the Environment CLEAR 2024

Fundamental Properties of Causal Entropy and Information Gain CLEAR 2024

On the Impact of Neighbourhood Sampling to Satisfy Sufficiency and Necessity Criteria in Explainable AI CLEAR 2024

The PetShop Dataset — Finding Causes of Performance Issues across Microservices CLEAR 2024

Meaningful Causal Aggregation and Paradoxical Confounding CLEAR 2024

Improving Implicit Discourse Relation Recognition with Semantics Confrontation COLING 2024

Can Large Language Models (or Humans) Disentangle Text? NAACL 2024

Retrieval Augmented Generation of Subjective Explanations for Socioeconomic Scenarios NAACL 2024

Identifiability Guarantees for Causal Disentanglement from Purely Observational Data NIPS 2024

Probabilistic Decomposed Linear Dynamical Systems for Robust Discovery of Latent Neural Dynamics NIPS 2024

Disentangled Representation Learning in Non-Markovian Causal Systems NIPS 2024

Quantifying Aleatoric Uncertainty of the Treatment Effect: A Novel Orthogonal Learner NIPS 2024

Diffusion of Thought: Chain-of-Thought Reasoning in Diffusion Language Models NIPS 2024

MARPLE: A Benchmark for Long-Horizon Inference NIPS 2024