Causal Inference

CauDiTS: Causal Disentangled Domain Adaptation of Multivariate Time Series ICML 2024 Causal Action Influence Aware Counterfactual Data Augmentation ICML 2024 Causal Analysis for Robust Interpretability of Neural Networks WACV 2024 Causal and Temporal Inference in Visual Question Generation by Utilizing Pre-trained Models ACL 2024 Causal ATE Mitigates Unintended Bias in Controlled Text Generation CoNLL 2024 Causal ATTention Multiple Instance Learning for Whole Slide Image Classification ACML 2024 Causal Bandits: The Pareto Optimal Frontier of Adaptivity, a Reduction to Linear Bandits, and Limitations around Unknown Marginals ICML 2024 Causal Bandits with General Causal Models and Interventions AISTATS 2024 CausalBench: A Comprehensive Benchmark for Evaluating Causal Reasoning Capabilities of Large Language Models ACL 2024 CausalChaos! Dataset for Comprehensive Causal Action Question Answering Over Longer Causal Chains Grounded in Dynamic Visual Scenes NeurIPS 2024 CausalCite: A Causal Formulation of Paper Citations ACL 2024 Causal-CoG: A Causal-Effect Look at Context Generation for Boosting Multi-modal Language Models CVPR 2024 Causal Contrastive Learning for Counterfactual Regression Over Time NeurIPS 2024 Causal Dependence Plots NeurIPS 2024 Causal Discovery from Event Sequences by Local Cause-Effect Attribution NeurIPS 2024 Causal Discovery from Poisson Branching Structural Causal Model Using High-Order Cumulant with Path Analysis AAAI 2024 Causal discovery in a complex industrial system: A time series benchmark CLeaR 2024 Causal Discovery Under Local Privacy CLeaR 2024 Causal Discovery via Conditional Independence Testing with Proxy Variables ICML 2024 Causal Discovery with Deductive Reasoning: One Less Problem UAI 2024 Causal discovery with endogenous context variables NeurIPS 2024 Causal Discovery with Fewer Conditional Independence Tests ICML 2024 Causal Discovery with Generalized Linear Models through Peeling Algorithms JMLR 2024 Causal Discovery with Mixed Linear and Nonlinear Additive Noise Models: A Scalable Approach CLeaR 2024 Causal-Driven Skill Prerequisite Structure Discovery AAAI 2024