Causal Inference

Structure Learning for Directed Trees JMLR 2022 SurvLatent ODE : A Neural ODE based time-to-event model with competing risks for longitudinal data improves cancer-associated Venous Thromboembolism (VTE) prediction MLHC 2022 Syntactically Robust Training on Partially-Observed Data for Open Information Extraction EMNLP 2022 System 1 + System 2 = Better World: Neural-Symbolic Chain of Logic Reasoning EMNLP 2022 TaCube: Pre-computing Data Cubes for Answering Numerical-Reasoning Questions over Tabular Data EMNLP 2022 Tell me why! Explanations support learning relational and causal structure ICML 2022 Temporally Disentangled Representation Learning NeurIPS 2022 Test for non-negligible adverse shifts UAI 2022 Testing Granger Non-Causality in Panels with Cross-Sectional Dependencies AISTATS 2022 Testing Pre-trained Language Models’ Understanding of Distributivity via Causal Mediation Analysis EMNLP 2022 The Change that Matters in Discourse Parsing: Estimating the Impact of Domain Shift on Parser Error ACL 2022 The Functional LiNGAM PGM 2022 The interaction between cognitive ease and informativeness shapes the lexicons of natural languages COLING 2022 The Role of Deconfounding in Meta-learning ICML 2022 The Weighted Generalised Covariance Measure JMLR 2022 Towards Better Document-level Relation Extraction via Iterative Inference EMNLP 2022 Towards Consistent Document-level Entity Linking: Joint Models for Entity Linking and Coreference Resolution ACL 2022 Towards IID representation learning and its application on biomedical data MIDL 2022 Towards Out-of-Distribution Sequential Event Prediction: A Causal Treatment NeurIPS 2022 Towards Return Parity in Markov Decision Processes AISTATS 2022 Towards Robust and Adaptive Motion Forecasting: A Causal Representation Perspective CVPR 2022 Towards Unified Representations of Knowledge Graph and Expert Rules for Machine Learning and Reasoning AACL 2022 Tractable Uncertainty for Structure Learning ICML 2022 Training a Resilient Q-network against Observational Interference AAAI 2022 Transfer Learning on Heterogeneous Feature Spaces for Treatment Effects Estimation NeurIPS 2022