Causal Inference

Generalization Bounds for Estimating Causal Effects of Continuous Treatments NeurIPS 2022 Generalizing Goal-Conditioned Reinforcement Learning with Variational Causal Reasoning NeurIPS 2022 Generative multitask learning mitigates target-causing confounding NeurIPS 2022 Gerrymandering under Uncertain Preferences (Student Abstract) AAAI 2022 GGNN@Causal News Corpus 2022:Gated Graph Neural Networks for Causal Event Classification from Social-Political News Articles EMNLP 2022 Granger causal inference on DAGs identifies genomic loci regulating transcription ICLR 2022 Graph Neural Networks are Dynamic Programmers NeurIPS 2022 Great~Truths~are ~Always ~Simple: A Rather Simple Knowledge Encoder for Enhancing the Commonsense Reasoning Capacity of Pre-Trained Models NAACL 2022 Greedy equivalence search in the presence of latent confounders UAI 2022 Greedy relaxations of the sparsest permutation algorithm UAI 2022 Group equivariant neural posterior estimation ICLR 2022 GStarX: Explaining Graph Neural Networks with Structure-Aware Cooperative Games NeurIPS 2022 Handling Distribution Shifts on Graphs: An Invariance Perspective ICLR 2022 Heterogeneous Peer Effects in the Linear Threshold Model AAAI 2022 Identifiability of Linear AMP Chain Graph Models AAAI 2022 Identifiability of sparse causal effects using instrumental variables UAI 2022 Identifiable Energy-based Representations: An Application to Estimating Heterogeneous Causal Effects AISTATS 2022 Identification in Tree-shaped Linear Structural Causal Models AISTATS 2022 Identification of Linear Latent Variable Model with Arbitrary Distribution AAAI 2022 Identification of Linear Non-Gaussian Latent Hierarchical Structure ICML 2022 Identifying Coarse-grained Independent Causal Mechanisms with Self-supervision CLeaR 2022 Identifying Principal Stratum Causal Effects Conditional on a Post-treatment Intermediate Response CLeaR 2022 IDYNO: Learning Nonparametric DAGs from Interventional Dynamic Data ICML 2022 Imbalance-Aware Uplift Modeling for Observational Data AAAI 2022 Improving Multi-Task Generalization via Regularizing Spurious Correlation NeurIPS 2022