Causal Inference

An Efficient Maximal Ancestral Graph Listing Algorithm ICML 2024 An Information-Flow Perspective on Algorithmic Fairness AAAI 2024 Arbitrary Time Information Modeling via Polynomial Approximation for Temporal Knowledge Graph Embedding COLING 2024 A Twist for Graph Classification: Optimizing Causal Information Flow in Graph Neural Networks AAAI 2024 Automating the Selection of Proxy Variables of Unmeasured Confounders ICML 2024 A Versatile Causal Discovery Framework to Allow Causally-Related Hidden Variables ICLR 2024 Axiomatic Aggregations of Abductive Explanations AAAI 2024 Axiomatic effect propagation in structural causal models JMLR 2024 Beaver: Practical Partial Snapshots for Distributed Cloud Services OSDI 2024 Benchmarking Observational Studies with Experimental Data under Right-Censoring AISTATS 2024 Beyond Clinical Trials: Using Real World Evidence to Investigate Heterogeneous, Time-Varying Treatment Effects MLHC 2024 Bivariate Causal Discovery using Bayesian Model Selection ICML 2024 Bounding causal effects with leaky instruments UAI 2024 Building Minimal and Reusable Causal State Abstractions for Reinforcement Learning AAAI 2024 CaRiNG: Learning Temporal Causal Representation under Non-Invertible Generation Process ICML 2024 Causal Adversarial Perturbations for Individual Fairness and Robustness in Heterogeneous Data Spaces AAAI 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 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 Discovery from Poisson Branching Structural Causal Model Using High-Order Cumulant with Path Analysis AAAI 2024 Causal Discovery Inspired Unsupervised Domain Adaptation for Emotion-Cause Pair Extraction EMNLP 2024 Causal Discovery under Off-Target Interventions AISTATS 2024 Causal Discovery via Conditional Independence Testing with Proxy Variables ICML 2024 Causal Discovery with Deductive Reasoning: One Less Problem UAI 2024