{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/on-reproduction-of-on-the-regularization-of","title":"On reproduction of On the regularization of Wasserstein GANs","arxiv_id":"1712.05882","date":"2017-12-16","proceeding":null,"authors":["Junghoon Seo","Taegyun Jeon"],"abstract":"This report has several purposes. First, our report is written to investigate\nthe reproducibility of the submitted paper On the regularization of Wasserstein\nGANs (2018). Second, among the experiments performed in the submitted paper,\nfive aspects were emphasized and reproduced: learning speed, stability,\nrobustness against hyperparameter, estimating the Wasserstein distance, and\nvarious sampling method. Finally, we identify which parts of the contribution\ncan be reproduced, and at what cost in terms of resources. All source code for\nreproduction is open to the public.","url_abs":"http://arxiv.org/abs/1712.05882v1","url_pdf":"http://arxiv.org/pdf/1712.05882v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"on-reproduction-of-on-the-regularization-of","repo_url":"https://github.com/mikigom/WGAN-LP-tensorflow","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}}],"tasks":[],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}