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Learning Approximate and Exact Numeral Systems via Reinforcement Learning


May 28, 2021
Emil Carlsson, Devdatt Dubhashi, Fredrik D. Johansson

* CogSci 2021 

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Learning to search efficiently for causally near-optimal treatments


Jul 02, 2020
Samuel Håkansson, Viktor Lindblom, Omer Gottesman, Fredrik D. Johansson


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Generalization Bounds and Representation Learning for Estimation of Potential Outcomes and Causal Effects


Jan 21, 2020
Fredrik D. Johansson, Uri Shalit, Nathan Kallus, David Sontag


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Estimation of Utility-Maximizing Bounds on Potential Outcomes


Oct 10, 2019
Maggie Makar, Fredrik D. Johansson, John Guttag, David Sontag


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Characterization of Overlap in Observational Studies


Jul 09, 2019
Fredrik D. Johansson, Dennis Wei, Michael Oberst, Tian Gao, Gabriel Brat, David Sontag, Kush R. Varshney


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A Survey on Graph Kernels


Mar 28, 2019
Nils M. Kriege, Fredrik D. Johansson, Christopher Morris


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Support and Invertibility in Domain-Invariant Representations


Mar 21, 2019
Fredrik D. Johansson, David Sontag, Rajesh Ranganath


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Machine Learning Analysis of Heterogeneity in the Effect of Student Mindset Interventions


Nov 14, 2018
Fredrik D. Johansson


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Learning Representations for Counterfactual Inference


Jun 06, 2018
Fredrik D. Johansson, Uri Shalit, David Sontag

* Appeared in ICML 2016 

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Why Is My Classifier Discriminatory?


May 30, 2018
Irene Chen, Fredrik D. Johansson, David Sontag

* 3 figures, 8 pages, 6 page supplementary 

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Learning Weighted Representations for Generalization Across Designs


Feb 26, 2018
Fredrik D. Johansson, Nathan Kallus, Uri Shalit, David Sontag


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Estimating individual treatment effect: generalization bounds and algorithms


May 16, 2017
Uri Shalit, Fredrik D. Johansson, David Sontag

* Added name "TARNet" to refer to version with alpha = 0. Removed supp 

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Learning to Play Guess Who? and Inventing a Grounded Language as a Consequence


Mar 15, 2017
Emilio Jorge, Mikael Kågebäck, Fredrik D. Johansson, Emil Gustavsson

* Previous version was accepted to Deep Reinforcement Learning Workshop at NIPS 2016 

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Generalized Shortest Path Kernel on Graphs


Oct 22, 2015
Linus Hermansson, Fredrik D. Johansson, Osamu Watanabe

* Short version presented at Discovery Science 2015 in Banff 

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