Causal Inference

Feature relevance quantification in explainable AI: A causal problem AISTATS 2020 Ferryman as SemEval-2020 Task 5: Optimized BERT for Detecting Counterfactuals SemEval 2020 Few-shot Domain Adaptation by Causal Mechanism Transfer ICML 2020 Fighting Copycat Agents in Behavioral Cloning from Observation Histories NeurIPS 2020 Fraunhofer IAIS at FinCausal 2020, Tasks 1 & 2: Using Ensemble Methods and Sequence Tagging to Detect Causality in Financial Documents COLING 2020 Full Law Identification in Graphical Models of Missing Data: Completeness Results ICML 2020 GBe at FinCausal 2020, Task 2: Span-based Causality Extraction for Financial Documents COLING 2020 General Control Functions for Causal Effect Estimation from IVs NeurIPS 2020 Generalized Independent Noise Condition for Estimating Latent Variable Causal Graphs NeurIPS 2020 Generalized Optimal Matching Methods for Causal Inference JMLR 2020 General Transportability of Soft Interventions: Completeness Results NeurIPS 2020 General Transportability – Synthesizing Observations and Experiments from Heterogeneous Domains AAAI 2020 Generative causal explanations of black-box classifiers NeurIPS 2020 Geometrically Principled Connections in Graph Neural Networks CVPR 2020 GLUCOSE: GeneraLized and COntextualized Story Explanations EMNLP 2020 Gradient-Based Neural DAG Learning ICLR 2020 Hawkesian Graphical Event Models PGM 2020 How Causal Structural Knowledge Adds Decision-Support in Monitoring of Automotive Body Shop Assembly Lines IJCAI 2020 IDA with Background Knowledge UAI 2020 Identification and Estimation of Causal Effects Defined by Shift Interventions UAI 2020 Identifying Causal-Effect Inference Failure with Uncertainty-Aware Models NeurIPS 2020 Identifying causal effects in maximally oriented partially directed acyclic graphs UAI 2020 Identifying Causal Relationships Between Behavior and Local Brain Activity During Natural Conversation Interspeech 2020 IGNITE: A Minimax Game Toward Learning Individual Treatment Effects from Networked Observational Data IJCAI 2020 I Know What You Asked: Graph Path Learning using AMR for Commonsense Reasoning COLING 2020