Elias Bareinboim

1. Causal Inference and Data Fusion in Econometrics
   2019/12/19 by Paul Hünermund, Elias Bareinboim, Hünermund, Paul +1 · 4 voices · 6 citations
   #econ.EM
2. External Validity: From Do-Calculus to Transportability Across Populations
   2014/11/01 by Judea Pearl, Elias Bareinboim · 15 citations
   Arts and Humanities · Computer Science · Mathematics · #Advanced Causal Inference Techniques #Bayesian Modeling and Causal Inference #Philosophy and History of Science
3. The Causal-Neural Connection: Expressiveness, Learnability, and Inference
   2021/07/01 by Kevin Xia, Xia, Kevin, Kai-Zhan Lee +5 · 11 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Neural Networks and Applications
4. Causal inference and data fusion in econometrics
   2023/03/10 by Paul Hünermund, Elias Bareinboim · 2 voices · 7 citations
   Mathematics · Computer Science · #Advanced Causal Inference Techniques #Bayesian Modeling and Causal Inference #Statistical Methods and Bayesian Inference
5. Counterfactual Image Editing
   2024/02/07 by Yushu Pan, Pan, Yushu, Elias Bareinboim +1 · 9 citations
   Computer Science · Medicine · #Computer Graphics and Visualization Techniques #Generative Adversarial Networks and Image Synthesis #Digital Imaging in Medicine
6. Nested Counterfactual Identification from Arbitrary Surrogate Experiments
   2021/07/07 by Juan D. Correa, Correa, Juan D, Sanghack Lee +3 · 5 citations
   Computer Science · Engineering · Mathematics · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Methodology (stat.ME) #Statistical Methods and Inference
7. Neural Causal Abstractions
   2024/01/05 by Kevin Xia, Xia, Kevin, Elias Bareinboim +1 · 4 citations
   Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
8. Causal Imitation Learning with Unobserved Confounders
   2022/08/12 by Junzhe Zhang, Daniel Kumor, Zhang, Junzhe +3 · 3 citations
   Computer Science · Engineering · #Reinforcement Learning in Robotics #Robot Manipulation and Learning #Machine Learning and Algorithms
9. Incorporating Knowledge into Structural Equation Models using Auxiliary\n Variables
   2015/11/10 by Bryant Chen, Judea Pearl, Chen, Bryant +3 · 1 citation
   Computer Science · Mathematics · Biochemistry, Genetics and Molecular Biology · #Bayesian Modeling and Causal Inference #Advanced Causal Inference Techniques #Metabolomics and Mass Spectrometry Studies
10. Causal Fairness Analysis
    2022/07/23 by Drago Plečko, Elias Bareinboim, Plecko, Drago +1 · 2 citations
    Economics, Econometrics and Finance · Social Sciences · #Artificial Intelligence (cs.AI) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Health Systems, Economic Evaluations, Quality of Life #Machine Learning (cs.LG) #Machine Learning (stat.ML)
11. Sequential Causal Imitation Learning with Unobserved Confounders
    2022/08/12 by Daniel Kumor, Junzhe Zhang, Kumor, Daniel +3 · 2 citations
    Computer Science · Engineering · #AI-based Problem Solving and Planning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Robot Manipulation and Learning
12. Fairness-Accuracy Trade-Offs: A Causal Perspective
    2024/05/24 by Drago Plečko, Elias Bareinboim, Plecko, Drago +1 · 2 citations
    Economics, Econometrics and Finance · #Climate Change Policy and Economics
13. Finding and Listing Front-door Adjustment Sets
    2022/10/11 by Hyunchai Jeong, Jin Tian, Jeong, Hyunchai +3 · 1 citation
    Mathematics · #Advanced Causal Inference Techniques #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Methodology (stat.ME)
14. Causal Fairness for Outcome Control
    2023/06/08 by Drago Plečko, Plecko, Drago, Elias Bareinboim +1 · 1 citation
    Social Sciences · #Ethics and Social Impacts of AI
15. Efficient Identification in Linear Structural Causal Models with\n Instrumental Cutsets
    2019/10/29 by Daniel Kumor, Kumor, Daniel, Bryant Chen +3 · 1 citation
    Computer Science · Engineering · Mathematics · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning and Algorithms #Markov Chains and Monte Carlo Methods #Methodology (stat.ME)
16. Counterfactual Shapley Credit Assignment
    2026/07/18 by Mingxuan Li, Kaizhan-Lee, Elias Bareinboim
    #cs.LG #cs.AI
17. Scalable Causal Imitation Learning
    2026/07/18 by Eylam Tagor, Mingxuan Li, Elias Bareinboim
    #cs.LG #cs.AI