Get our free extension to see links to code for papers anywhere online!

Chrome logo  Add to Chrome

Firefox logo Add to Firefox
Picture for Arthur Gretton

Arthur Gretton

Discussion of `Multiscale Fisher's Independence Test for Multivariate Dependence'



Antonin Schrab , Wittawat Jitkrittum , Zoltán Szabó , Dino Sejdinovic , Arthur Gretton

Figure 1 for Discussion of `Multiscale Fisher's Independence Test for Multivariate Dependence'
Figure 2 for Discussion of `Multiscale Fisher's Independence Test for Multivariate Dependence'
Figure 3 for Discussion of `Multiscale Fisher's Independence Test for Multivariate Dependence'
* 8 pages 
   Access Paper or Ask Questions

Efficient Aggregated Kernel Tests using Incomplete $U$-statistics



Antonin Schrab , Ilmun Kim , Benjamin Guedj , Arthur Gretton

* 31 pages 
   Access Paper or Ask Questions

Causal Inference with Treatment Measurement Error: A Nonparametric Instrumental Variable Approach



Yuchen Zhu , Limor Gultchin , Arthur Gretton , Matt Kusner , Ricardo Silva

Figure 1 for Causal Inference with Treatment Measurement Error: A Nonparametric Instrumental Variable Approach
Figure 2 for Causal Inference with Treatment Measurement Error: A Nonparametric Instrumental Variable Approach
Figure 3 for Causal Inference with Treatment Measurement Error: A Nonparametric Instrumental Variable Approach
Figure 4 for Causal Inference with Treatment Measurement Error: A Nonparametric Instrumental Variable Approach
* UAI 2022 (Oral) 
   Access Paper or Ask Questions

Deep Layer-wise Networks Have Closed-Form Weights



Chieh Wu , Aria Masoomi , Arthur Gretton , Jennifer Dy

Figure 1 for Deep Layer-wise Networks Have Closed-Form Weights
Figure 2 for Deep Layer-wise Networks Have Closed-Form Weights
Figure 3 for Deep Layer-wise Networks Have Closed-Form Weights
Figure 4 for Deep Layer-wise Networks Have Closed-Form Weights
* AIStats 2022 
 * Since this version is similar to an older version, I should have updated the older version instead of creating a new version. I will now retract this version, and update a previous version to this. See arXiv:2006.08539 
   Access Paper or Ask Questions

Importance Weighting Approach in Kernel Bayes' Rule



Liyuan Xu , Yutian Chen , Arnaud Doucet , Arthur Gretton

Figure 1 for Importance Weighting Approach in Kernel Bayes' Rule
Figure 2 for Importance Weighting Approach in Kernel Bayes' Rule
Figure 3 for Importance Weighting Approach in Kernel Bayes' Rule

   Access Paper or Ask Questions

KSD Aggregated Goodness-of-fit Test



Antonin Schrab , Benjamin Guedj , Arthur Gretton

Figure 1 for KSD Aggregated Goodness-of-fit Test
Figure 2 for KSD Aggregated Goodness-of-fit Test
Figure 3 for KSD Aggregated Goodness-of-fit Test
Figure 4 for KSD Aggregated Goodness-of-fit Test
* 9 pages 
   Access Paper or Ask Questions

Composite Goodness-of-fit Tests with Kernels



Oscar Key , Tamara Fernandez , Arthur Gretton , François-Xavier Briol

Figure 1 for Composite Goodness-of-fit Tests with Kernels
Figure 2 for Composite Goodness-of-fit Tests with Kernels

   Access Paper or Ask Questions

Kernel Methods for Multistage Causal Inference: Mediation Analysis and Dynamic Treatment Effects



Rahul Singh , Liyuan Xu , Arthur Gretton

Figure 1 for Kernel Methods for Multistage Causal Inference: Mediation Analysis and Dynamic Treatment Effects
Figure 2 for Kernel Methods for Multistage Causal Inference: Mediation Analysis and Dynamic Treatment Effects
Figure 3 for Kernel Methods for Multistage Causal Inference: Mediation Analysis and Dynamic Treatment Effects
Figure 4 for Kernel Methods for Multistage Causal Inference: Mediation Analysis and Dynamic Treatment Effects
* 66 pages. Material in this draft previously appeared in a working paper presented at the 2020 NeurIPS Workshop on ML for Economic Policy (arXiv:2010.04855v1). We have divided the original working paper (arXiv:2010.04855v1) into two projects: one paper focusing on static settings (arXiv:2010.04855) and this paper focusing on dynamic settings 
   Access Paper or Ask Questions

MMD Aggregated Two-Sample Test



Antonin Schrab , Ilmun Kim , MĂ©lisande Albert , BĂ©atrice Laurent , Benjamin Guedj , Arthur Gretton

Figure 1 for MMD Aggregated Two-Sample Test
Figure 2 for MMD Aggregated Two-Sample Test
Figure 3 for MMD Aggregated Two-Sample Test
Figure 4 for MMD Aggregated Two-Sample Test
* 71 pages 
   Access Paper or Ask Questions

KALE Flow: A Relaxed KL Gradient Flow for Probabilities with Disjoint Support



Pierre Glaser , Michael Arbel , Arthur Gretton

Figure 1 for KALE Flow: A Relaxed KL Gradient Flow for Probabilities with Disjoint Support
Figure 2 for KALE Flow: A Relaxed KL Gradient Flow for Probabilities with Disjoint Support
Figure 3 for KALE Flow: A Relaxed KL Gradient Flow for Probabilities with Disjoint Support
Figure 4 for KALE Flow: A Relaxed KL Gradient Flow for Probabilities with Disjoint Support

   Access Paper or Ask Questions
1
2
3
4
5
6
7
>>