Causal Inference

Premise-based Multimodal Reasoning: Conditional Inference on Joint Textual and Visual Clues ACL 2022 Principled Knowledge Extrapolation with GANs ICML 2022 ProofInfer: Generating Proof via Iterative Hierarchical Inference EMNLP 2022 Properties from mechanisms: an equivariance perspective on identifiable representation learning ICLR 2022 QLEVR: A Diagnostic Dataset for Quantificational Language and Elementary Visual Reasoning NAACL 2022 Reasoning about Causal Models with Infinitely Many Variables AAAI 2022 ReCo: Reliable Causal Chain Reasoning via Structural Causal Recurrent Neural Networks EMNLP 2022 Reframed GES with a neural conditional dependence measure UAI 2022 Reinforcement Learning of Causal Variables Using Mediation Analysis AAAI 2022 Relational Causal Models with Cycles: Representation and Reasoning CLeaR 2022 Residual Similarity Based Conditional Independence Test and Its Application in Causal Discovery AAAI 2022 Rethinking Nonlinear Instrumental Variable Models through Prediction Validity JMLR 2022 Revealing the Excitation Causality between Climate and Political Violence via a Neural Forward-Intensity Poisson Process IJCAI 2022 Revisiting the general identifiability problem UAI 2022 RieszNet and ForestRiesz: Automatic Debiased Machine Learning with Neural Nets and Random Forests ICML 2022 RISE: Robust Individualized Decision Learning with Sensitive Variables NeurIPS 2022 RISP: Rendering-Invariant State Predictor with Differentiable Simulation and Rendering for Cross-Domain Parameter Estimation ICLR 2022 Robust Direct Learning for Causal Data Fusion ACML 2022 Robust identifiability in linear structural equation models of causal inference UAI 2022 Robustness Guarantees for Credal Bayesian Networks via Constraint Relaxation over Probabilistic Circuits IJCAI 2022 Robustness of model predictions under extension UAI 2022 ROCK: Causal Inference Principles for Reasoning about Commonsense Causality ICML 2022 Root Cause Analysis of Failures in Microservices through Causal Discovery NeurIPS 2022 Saliency as Evidence: Event Detection with Trigger Saliency Attribution ACL 2022 Same Cause; Different Effects in the Brain CLeaR 2022