Citation Analysis

\Large MarketGANs: Multivariate financial time-series data augmentation using generative adversarial networks
Jeonggyu Huh, Seungwon Jeong, Hyun-Gyoon Kim, Hyeng Keun Koo, Byung Hwa Lim
https://arxiv.org/abs/2601.17773
84
Citation mentions
53
Cited references
14
Sections
8,935
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 Wiese, Magnus and Knobloch, Robert and Korn, Ralf ... 2020 5 3 7.0 0.060 1.000 100%
2 Gu, Shihao and Kelly, Bryan and Xiu, Dacheng 2020 3 3 5.0 0.036 0.843 100%
3 Bai, Shaojie and Kolter, J Zico and Koltun, Vladle... 2018 4 2 6.0 0.048 0.811 100%
4 Takahashi, Shuntaro and Chen, Yu and Tanaka-Ishii,... 2019 3 2 4.0 0.036 0.737 100%
5 Arjovsky, Martin and Chintala, Soumith and Bottou,... 2017 3 3 3.5 0.036 0.737 67%
6 Gulrajani, Ishaan and Ahmed, Faruk and Arjovsky, M... 2017 4 3 4.0 0.048 0.737 50%
7 Fabozzi, Frank J and Francis, Jack Clark 1978 2 2 3.0 0.024 0.644 100%
8 Chamberlain, Gary 1982 2 2 3.0 0.024 0.644 100%
9 Ang, Andrew and Chen, Joseph 2007 2 2 3.0 0.024 0.644 100%
10 Heusel, Martin and Ramsauer, Hubert and Unterthine... 2017 2 2 3.0 0.024 0.644 100%
11 Bonneel, Nicolas and Rabin, Julien and Peyre 2015 2 2 3.0 0.024 0.644 100%
12 Cont, Rama and Cucuringu, Mihai and Xu, Renyuan an... 2022 2 2 3.0 0.024 0.644 100%
13 Fama, Eugene F and French, Kenneth R 1993 2 2 4.0 0.024 0.644 100%
14 Fama, Eugene F and French, Kenneth R 2015 2 2 4.0 0.024 0.644 100%
15 Martellini, Lionel and Ziemann, Volker 2010 2 1 2.0 0.024 0.511 100%
16 Bryzgalova, Svetlana and Lerner, Seven and Lettau,... 2025 2 1 2.0 0.024 0.511 100%
17 Bryzgalova, Svetlana and Pelger, Markus and Zhu, J... 2025 2 1 2.0 0.024 0.511 100%
18 Freyberger, Joachim and Hoeppner, Bjoern and Neuhi... 2025 2 1 2.0 0.024 0.511 100%
19 Chen, Andrew Y. and McCoy, Jack 2024 2 1 2.0 0.024 0.511 100%
20 Cho, So-Yoon and Kim, Jin-Young and Ban, Kayoung a... (self) 2025 2 1 2.0 0.024 0.511 100%
21 Goodfellow, Ian and Pouget-Abadie, Jean and Mirza,... 2014 2 2 2.5 0.024 0.511 50%
22 Goodfellow, Ian and Bengio, Yoshua and Courville, ... 2016 1 1 1.0 0.012 0.406 100%
23 Reppen, A. Max and Soner, H. Mete 2023 1 1 1.0 0.012 0.406 100%
24 Reppen, A. Max and Soner, H. Mete and Tissot-Dague... 2023 1 1 1.0 0.012 0.406 100%
25 Buehler, Hans and Horvath, Blanka and Lyons, Terry... 2020 1 1 1.0 0.012 0.406 100%
26 Wei, Lijian and Chen, Sihang and Lin, Junqin and S... 2025 1 1 1.0 0.012 0.406 100%
27 Horvath, Blanka and Plenk, Jonathan and Vuleti\'c 2026 1 1 1.0 0.012 0.406 100%
28 Elman, Jeffrey L 1990 1 1 1.0 0.012 0.406 100%
29 Vaswani, Ashish and Shazeer, Noam and Parmar, Niki... 2017 1 1 1.0 0.012 0.406 100%
30 Oord, Aaron van den and Dieleman, Sander and Zen, ... 2016 1 1 1.0 0.012 0.406 100%
31 Gu, Shihao and Kelly, Bryan and Xiu, Dacheng 2021 1 1 1.0 0.012 0.406 100%
32 Chen, Luyang and Pelger, Markus and Zhu, Jason 2024 1 1 1.0 0.012 0.406 100%
33 Yoon, Jinsung and Jarrett, Daniel and Van der Scha... 2019 1 1 1.0 0.012 0.406 100%
34 Liao, Shujian and Ni, Hao and Szpruch, Lukasz and ... 2020 1 1 1.0 0.012 0.406 100%
35 Rizzato, Matteo and Wallart, Julien and Geissler, ... 2023 1 1 1.0 0.012 0.406 100%
36 Wang, Jiawei and Chen, Zhen 2024 1 1 1.0 0.012 0.406 100%
37 Duan, Yitong and Wang, Lei and Zhang, Qizhong and ... 2022 1 1 1.0 0.012 0.406 100%
38 Tepelyan, Ruslan and Gopal, Achintya 2023 1 1 1.0 0.012 0.406 100%
39 Dangl, Thomas and Halling, Michael 2012 1 1 2.0 0.012 0.406 100%
40 Jostova, Gergana and Philipov, Alexander 2005 1 1 2.0 0.012 0.406 100%
41 Boloorforoosh, Ali and Christoffersen, Peter and F... 2020 1 1 2.0 0.012 0.406 100%
42 Armstrong, Christopher S and Banerjee, Snehal and ... 2013 1 1 2.0 0.012 0.406 100%
43 Welch, Ivo and Goyal, Amit 2008 1 1 2.0 0.012 0.406 100%
44 Mandelbrot, Benoit 1963 1 1 2.0 0.012 0.406 100%
45 Cont, Rama 2001 1 1 2.0 0.012 0.406 100%
46 De Maesschalck, Roy and Jouan-Rimbaud, Delphine an... 2000 1 1 2.0 0.012 0.406 100%
47 Mu 2007 1 1 2.0 0.012 0.406 100%
48 Ledoit, Olivier and Wolf, Michael 2004 1 1 2.0 0.012 0.406 100%
49 Mirza, Mehdi and Osindero, Simon 2014 1 1 0.5 0.012 0.087 0%
50 Radford, Alec and Metz, Luke and Chintala, Soumith 2015 1 1 0.5 0.012 0.087 0%
51 Mogren, Olof 2016 1 1 0.5 0.012 0.087 0%
52 Zhang, Han and Goodfellow, Ian and Metaxas, Dimitr... 2019 1 1 0.5 0.012 0.087 0%
53 Wang, Ting-Chun and Liu, Ming-Yu and Zhu, Jun-Yan ... 2018 1 1 0.5 0.012 0.087 0%
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.