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Causal Inference

3310 directly classified papers

Papers per year

Papers

Learning Matching Representations for Individualized Organ Transplantation Allocation AISTATS 2021

Causal Modeling with Stochastic Confounders AISTATS 2021

A Theory of Independent Mechanisms for Extrapolation in Generative Models AAAI 2021

LearnDA: Learnable Knowledge-Guided Data Augmentation for Event Causality Identification IJCNLP 2021

Improving Causal Inference by Increasing Model Expressiveness AAAI 2021

Causal Inference under Networked Interference and Intervention Policy Enhancement AISTATS 2021

Towards Robustness of Text-to-SQL Models against Synonym Substitution IJCNLP 2021

Adapting Event Extractors to Medical Data: Bridging the Covariate Shift EACL 2021

Randomized Deep Structured Prediction for Discourse-Level Processing EACL 2021

Multi-Agent Abstract Argumentation Frameworks With Incomplete Knowledge of Attacks IJCAI 2021

Leveraging knowledge sources for detecting self-reports of particular health issues on social media EACL 2021

DistAI: Data-Driven Automated Invariant Learning for Distributed Protocols OSDI 2021

Estimating treatment effects with observed confounders and mediators UAI 2021

Compositional abstraction error and a category of causal models UAI 2021

Entropic Inequality Constraints from e-separation Relations in Directed Acyclic Graphs with Hidden Variables UAI 2021

Extendability of causal graphical models: Algorithms and computational complexity UAI 2021

Partial Identifiability in Discrete Data with Measurement Error UAI 2021

Active multi-fidelity Bayesian online changepoint detection UAI 2021

Condition number bounds for causal inference UAI 2021

Conditionally independent data generation UAI 2021

Disentangling mixtures of unknown causal interventions UAI 2021

Human Trajectory Prediction via Counterfactual Analysis ICCV 2021

Mediated Uncoupled Learning: Learning Functions without Direct Input-output Correspondences ICML 2021

Causal Curiosity: RL Agents Discovering Self-supervised Experiments for Causal Representation Learning ICML 2021

Updating the Belief Promotion Operator IJCAI 2021