Citation Analysis – Efficient and Scalable Estimation of Distributional Treatment Effects with Multi-Task Neural Networks \\ \vspace0.5cm

Citation Analysis

Efficient and Scalable Estimation of Distributional Treatment Effects with Multi-Task Neural Networks \\ \vspace0.5cm
Tomu Hirata, Undral Byambadalai, Tatsushi Oka, Shota Yasui, Shingo Uto
https://arxiv.org/abs/2507.07738

Citation mentions

Cited references

Sections

3,544

Words (approx)

References by Citation Intensity

Ordered by composite index (descending). Higher values indicate more intensive citation.

#	Reference	Year	Mentions	Breadth	Sec. Wtd	Share	Composite	Main %
1	Donald B Rubin	1980	2	2	3.0	0.024	0.644	100%
2	Guido W. Imbens and Donald B. Rubin	2015	2	2	3.0	0.024	0.644	100%
3	Donald B Rubin	1974	2	2	3.0	0.024	0.644	100%
4	Alberto Abadie	2002	2	2	1.5	0.024	0.644	100%
5	Susan Athey and Guido W. Imbens	2006	2	2	1.5	0.024	0.644	100%
6	Victor Chernozhukov and Christian Hansen	2005	2	2	1.5	0.024	0.644	100%
7	Michael Crawshaw	2020	2	2	2.5	0.024	0.644	100%
8	Denis Chetverikov and Andres Santos and Azeem M Sh...	2018	2	2	2.5	0.024	0.644	100%
9	Seungil You and David Ding and Kevin Canini and Ja...	2017	2	2	2.5	0.024	0.644	100%
10	Gupta, Maya and Bahri, Dara and Cotter, Andrew and...	2018	2	2	2.5	0.024	0.644	100%
11	Jiang, Liang and Phillips, Peter CB and Tao, Yubo ...	2023	2	2	1.0	0.024	0.511	50%
12	Undral Byambadalai and Tatsushi Oka and Shota Yasu... (self)	2024	2	2	1.0	0.024	0.511	50%
13	Wu, Guojun and Song, Ge and Lv, Xiaoxiang and Luo,...	2023	2	2	1.0	0.024	0.511	50%
14	Chernozhukov, Victor and Chetverikov, Denis and De...	2018	2	1	4.0	0.024	0.511	100%
15	Paul J. Ferraro and Michael K. Price	2013	2	2	2.5	0.024	0.511	50%
16	Ronald Aylmer Fisher	1937	1	1	1.0	0.012	0.406	100%
17	Tang, Diane and Agarwal, Ashish and O'Brien, Deird...	2010	1	1	1.0	0.012	0.406	100%
18	Xie, Huizhi and Aurisset, Juliette	2016	1	1	1.0	0.012	0.406	100%
19	Ron Kohavi	2020	1	1	1.0	0.012	0.406	100%
20	Lewis, Randall A and Rao, Justin M	2015	1	1	1.0	0.012	0.406	100%
21	Sergio Firpo	2007	1	1	1.0	0.012	0.406	100%
22	Christoph Rothe	2010	1	1	1.0	0.012	0.406	100%
23	Nicole Fortin and Thomas Lemieux and Sergio Firpo	2011	1	1	1.0	0.012	0.406	100%
24	Lan Wang, Yu Zhou, Rui Song and Ben Sherwood	2018	1	1	1.0	0.012	0.406	100%
25	Alex Deng and Ya Xu and Ron Kohavi and Toby Walker	2013	1	1	1.0	0.012	0.406	100%
26	Huizhi Xie and Juliette Aurisset	2016	1	1	1.0	0.012	0.406	100%
27	Brantly Callaway and Tong Li	2019	1	1	0.5	0.012	0.406	100%
28	Victor Chernozhukov and Iván Fernández-Val and Bla...	2013	1	1	0.5	0.012	0.406	100%
29	Victor Chernozhukov and Iván Fernández-Val and Bla...	2020	1	1	0.5	0.012	0.406	100%
30	Kallus, Nathan and Mao, Xiaojie and Uehara, Masato...	2024	1	1	0.5	0.012	0.406	100%
31	Markus Frölich and Blaise Melly	2013	1	1	0.5	0.012	0.406	100%
32	Callaway, Brantly and Li, Tong and Oka, Tatsushi (self)	2018	1	1	0.5	0.012	0.406	100%
33	Xu, Dandan and Daniels, Michael J. and Winterstein...	2018	1	1	0.5	0.012	0.406	100%
34	David A. Freedman	2006	1	1	0.5	0.012	0.406	100%
35	Richard Berk and Emil Pitkin and Lawrence Brown an...	2013	1	1	0.5	0.012	0.406	100%
36	Winston Lin	2013	1	1	0.5	0.012	0.406	100%
37	Michael Rosenblum and Mark J van der Laan	2010	1	1	0.5	0.012	0.406	100%
38	Anastasios A. Tsiatis and Marie Davidian and Min Z...	2008	1	1	0.5	0.012	0.406	100%
39	Ehsan Imani and Martha White	2018	1	1	0.5	0.012	0.406	100%
40	Paul R. Rosenbaum	2002	1	1	0.5	0.012	0.406	100%
41	Li Yang and Anastasios A Tsiatis	2001	1	1	0.5	0.012	0.406	100%
42			1	1	0.5	0.012	0.406	100%
43	Byambadalai, Undral and Hirata, Tomu and Oka, Tats... (self)	2025	1	1	0.5	0.012	0.406	100%
44	Caruana, Rich	1997	1	1	0.5	0.012	0.406	100%
45	Zhang, Yu and Yang, Qiang	2018	1	1	0.5	0.012	0.406	100%
46	Ruder, Sebastian	2017	1	1	0.5	0.012	0.406	100%
47	Zhang, Yu and Yang, Qiang	2021	1	1	0.5	0.012	0.406	100%
48	Adane Nega Tarekegn and Mohib Ullah and Faouzi Ala...	2024	1	1	0.5	0.012	0.406	100%
49	Zhang, Min-Ling and Zhou, Zhi-Hua	2014	1	1	0.5	0.012	0.406	100%
50	Min-Ling Zhang and Zhi-Hua Zhou	2006	1	1	0.5	0.012	0.406	100%
51	Dembczy\'n	2012	1	1	0.5	0.012	0.406	100%
52	Jianlin Su and Mingren Zhu and Ahmed Murtadha and ...	2022	1	1	0.5	0.012	0.406	100%
53	Argyriou, Andreas and Evgeniou, Theodoros and Pont...	2007	1	1	0.5	0.012	0.406	100%
54	Rui Li and Howard D. Bondell and Brian J. Reich	2019	1	1	0.5	0.012	0.406	100%
55	Tagasovska, Nadezhda and Lopez-Paz, David	2019	1	1	0.5	0.012	0.406	100%
56	White, Halbert	1992	1	1	0.5	0.012	0.406	100%
57	Richard E. Barlow	1972	1	1	0.5	0.012	0.406	100%
58	Trevor. Hastie	1990	1	1	0.5	0.012	0.406	100%
59	Rosa L. Matzkin	1994	1	1	0.5	0.012	0.406	100%
60	Joel L. Horowitz and Sokbae Lee	2017	1	1	0.5	0.012	0.406	100%
61	Lutz Dümbgen	2024	1	1	0.5	0.012	0.406	100%
62	Gupta, Maya and Cotter, Andrew and Pfeifer, Jan an...	2016	1	1	0.5	0.012	0.406	100%
63	Cotter, Andrew and Gupta, Maya and Jiang, Heinrich...	2019	1	1	0.5	0.012	0.406	100%
64	Chernozhukov, Victor and Escanciano, Juan Carlos a...	2022	1	1	2.0	0.012	0.406	100%
65	John A. List and Ian Muir and Gregory Sun	2024	1	1	2.0	0.012	0.406	100%
66	Chernozhukov, Victor and Ferna	2013	1	1	0.5	0.012	0.087	0%
67	Belloni, Alexandre and Chernozhukov, Victor and Fe...	2017	1	1	0.5	0.012	0.087	0%
68	Adam Paszke and Sam Gross and Francisco Massa and ...	2019	1	1	0.5	0.012	0.087	0%
69	Chipman, Hugh A. and George, Edward I. and McCullo...	2010	1	1	0.5	0.012	0.087	0%

Reference

Year

Mentions

Breadth

Sec. Wtd

Composite

Main %

Donald B Rubin

1980

3.0

0.024

0.644

100%

Guido W. Imbens and Donald B. Rubin

2015

3.0

0.024

0.644

100%

Donald B Rubin

1974

3.0

0.024

0.644

100%

Alberto Abadie

2002

1.5

0.024

0.644

100%

Susan Athey and Guido W. Imbens

2006

1.5

0.024

0.644

100%

Victor Chernozhukov and Christian Hansen

2005

1.5

0.024

0.644

100%

Michael Crawshaw

2020

2.5

0.024

0.644

100%

Denis Chetverikov and Andres Santos and Azeem M Sh...

2018

2.5

0.024

0.644

100%

Seungil You and David Ding and Kevin Canini and Ja...

2017

2.5

0.024

0.644

100%

Gupta, Maya and Bahri, Dara and Cotter, Andrew and...

2018

2.5

0.024

0.644

100%

Jiang, Liang and Phillips, Peter CB and Tao, Yubo ...

2023

1.0

0.024

0.511

50%

Undral Byambadalai and Tatsushi Oka and Shota Yasu... (self)

2024

1.0

0.024

0.511

50%

Wu, Guojun and Song, Ge and Lv, Xiaoxiang and Luo,...

2023

1.0

0.024

0.511

50%

Chernozhukov, Victor and Chetverikov, Denis and De...

2018

4.0

0.024

0.511

100%

Paul J. Ferraro and Michael K. Price

2013

2.5

0.024

0.511

50%

Ronald Aylmer Fisher

1937

1.0

0.012

0.406

100%

Tang, Diane and Agarwal, Ashish and O'Brien, Deird...

2010

1.0

0.012

0.406

100%

Xie, Huizhi and Aurisset, Juliette

2016

1.0

0.012

0.406

100%

Ron Kohavi

2020

1.0

0.012

0.406

100%

Lewis, Randall A and Rao, Justin M

2015

1.0

0.012

0.406

100%

Sergio Firpo

2007

1.0

0.012

0.406

100%

Christoph Rothe

2010

1.0

0.012

0.406

100%

Nicole Fortin and Thomas Lemieux and Sergio Firpo

2011

1.0

0.012

0.406

100%

Lan Wang, Yu Zhou, Rui Song and Ben Sherwood

2018

1.0

0.012

0.406

100%

Alex Deng and Ya Xu and Ron Kohavi and Toby Walker

2013

1.0

0.012

0.406

100%

Huizhi Xie and Juliette Aurisset

2016

1.0

0.012

0.406

100%

Brantly Callaway and Tong Li

2019

0.5

0.012

0.406

100%

Victor Chernozhukov and Iván Fernández-Val and Bla...

2013

0.5

0.012

0.406

100%

Victor Chernozhukov and Iván Fernández-Val and Bla...

2020

0.5

0.012

0.406

100%

Kallus, Nathan and Mao, Xiaojie and Uehara, Masato...

2024

0.5

0.012

0.406

100%

Markus Frölich and Blaise Melly

2013

0.5

0.012

0.406

100%

Callaway, Brantly and Li, Tong and Oka, Tatsushi (self)

2018

0.5

0.012

0.406

100%

Xu, Dandan and Daniels, Michael J. and Winterstein...

2018

0.5

0.012

0.406

100%

David A. Freedman

2006

0.5

0.012

0.406

100%

Richard Berk and Emil Pitkin and Lawrence Brown an...

2013

0.5

0.012

0.406

100%

Winston Lin

2013

0.5

0.012

0.406

100%

Michael Rosenblum and Mark J van der Laan

2010

0.5

0.012

0.406

100%

Anastasios A. Tsiatis and Marie Davidian and Min Z...

2008

0.5

0.012

0.406

100%

Ehsan Imani and Martha White

2018

0.5

0.012

0.406

100%

Paul R. Rosenbaum

2002

0.5

0.012

0.406

100%

Li Yang and Anastasios A Tsiatis

2001

0.5

0.012

0.406

100%

0.5

0.012

0.406

100%

Byambadalai, Undral and Hirata, Tomu and Oka, Tats... (self)

2025

0.5

0.012

0.406

100%

Caruana, Rich

1997

0.5

0.012

0.406

100%

Zhang, Yu and Yang, Qiang

2018

0.5

0.012

0.406

100%

Ruder, Sebastian

2017

0.5

0.012

0.406

100%

Zhang, Yu and Yang, Qiang

2021

0.5

0.012

0.406

100%

Adane Nega Tarekegn and Mohib Ullah and Faouzi Ala...

2024

0.5

0.012

0.406

100%

Zhang, Min-Ling and Zhou, Zhi-Hua

2014

0.5

0.012

0.406

100%

Min-Ling Zhang and Zhi-Hua Zhou

2006

0.5

0.012

0.406

100%

Dembczy\'n

2012

0.5

0.012

0.406

100%

Jianlin Su and Mingren Zhu and Ahmed Murtadha and ...

2022

0.5

0.012

0.406

100%

Argyriou, Andreas and Evgeniou, Theodoros and Pont...

2007

0.5

0.012

0.406

100%

Rui Li and Howard D. Bondell and Brian J. Reich

2019

0.5

0.012

0.406

100%

Tagasovska, Nadezhda and Lopez-Paz, David

2019

0.5

0.012

0.406

100%

White, Halbert

1992

0.5

0.012

0.406

100%

Richard E. Barlow

1972

0.5

0.012

0.406

100%

Trevor. Hastie

1990

0.5

0.012

0.406

100%

Rosa L. Matzkin

1994

0.5

0.012

0.406

100%

Joel L. Horowitz and Sokbae Lee

2017

0.5

0.012

0.406

100%

Lutz Dümbgen

2024

0.5

0.012

0.406

100%

Gupta, Maya and Cotter, Andrew and Pfeifer, Jan an...

2016

0.5

0.012

0.406

100%

Cotter, Andrew and Gupta, Maya and Jiang, Heinrich...

2019

0.5

0.012

0.406

100%

Chernozhukov, Victor and Escanciano, Juan Carlos a...

2022

2.0

0.012

0.406

100%

John A. List and Ian Muir and Gregory Sun

2024

2.0

0.012

0.406

100%

Chernozhukov, Victor and Ferna

2013

0.5

0.012

0.087

Belloni, Alexandre and Chernozhukov, Victor and Fe...

2017

0.5

0.012

0.087

Adam Paszke and Sam Gross and Francisco Massa and ...

2019

0.5

0.012

0.087

Chipman, Hugh A. and George, Edward I. and McCullo...

2010

0.5

0.012

0.087

Measures: Mentions = total in-text citations; Breadth = distinct sections; Sec. Wtd = section-weighted count (body ×2, lit review/appendix ×0.5); Share = mentions / total citations in paper; Composite = geometric mean of normalised count, breadth, and main-text ratio; Main % = fraction of mentions in main text (excl. appendix). (self) = self-citation.