Artificial Intelligence › Core AI ›

Causal Inference

3310 directly classified papers

Papers per year

Papers

Intervention Efficient Algorithms for Approximate Learning of Causal Graphs ALT 2021

Learning Individually Fair Classifier with Path-Specific Causal-Effect Constraint AISTATS 2021

From Robot Learning To Robot Understanding: Leveraging Causal Graphical Models For Robotics CORL 2021

Extraction of Common-Sense Relations from Procedural Task Instructions using BERT EACL 2021

Uncertain Decisions Facilitate Better Preference Learning NIPS 2021

Capturing Event Argument Interaction via A Bi-Directional Entity-Level Recurrent Decoder IJCNLP 2021

Trigger is Not Sufficient: Exploiting Frame-aware Knowledge for Implicit Event Argument Extraction IJCNLP 2021

Search from History and Reason for Future: Two-stage Reasoning on Temporal Knowledge Graphs IJCNLP 2021

Search from History and Reason for Future: Two-stage Reasoning on Temporal Knowledge Graphs ACL 2021

Maximal ancestral graph structure learning via exact search UAI 2021

Local explanations via necessity and sufficiency: unifying theory and practice UAI 2021

Causal and interventional Markov boundaries UAI 2021

Causal additive models with unobserved variables UAI 2021

A weaker faithfulness assumption based on triple interactions UAI 2021

Confidence in causal discovery with linear causal models UAI 2021

Towards Navigation by Reasoning over Spatial Configurations ACL 2021

A Causal Lens for Controllable Text Generation NIPS 2021

Analysing Human Strategies of Information Transmission as a Function of Discourse Context EMNLP 2021

Estimating the Long-Term Effects of Novel Treatments NIPS 2021

SyncTwin: Treatment Effect Estimation with Longitudinal Outcomes NIPS 2021

Object-Aware Regularization for Addressing Causal Confusion in Imitation Learning NIPS 2021

Regret-Optimal Filtering AISTATS 2021

The Causal Learning of Retail Delinquency AAAI 2021

Bayesian Persuasion under Ex Ante and Ex Post Constraints AAAI 2021

Discovering Fully Oriented Causal Networks AAAI 2021