{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,13]],"date-time":"2026-04-13T19:13:43Z","timestamp":1776107623178,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":46,"publisher":"ACM","license":[{"start":{"date-parts":[[2022,3,22]],"date-time":"2022-03-22T00:00:00Z","timestamp":1647907200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2022,3,22]]},"DOI":"10.1145\/3490099.3511137","type":"proceedings-article","created":{"date-parts":[[2022,3,21]],"date-time":"2022-03-21T23:24:13Z","timestamp":1647905053000},"page":"418-432","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":25,"title":["Emblaze: Illuminating Machine Learning Representations through Interactive Comparison of Embedding Spaces"],"prefix":"10.1145","author":[{"given":"Venkatesh","family":"Sivaraman","sequence":"first","affiliation":[{"name":"Human-Computer Interaction Institute, Carnegie Mellon University, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yiwei","family":"Wu","sequence":"additional","affiliation":[{"name":"Carnegie Mellon University, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Adam","family":"Perer","sequence":"additional","affiliation":[{"name":"Human-Computer Interaction Institute, Carnegie Mellon University, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2022,3,22]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/3377325.3377514"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2006.11.018"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1038\/nbt.4314"},{"key":"e_1_3_2_1_4_1","volume-title":"Embedding comparator: Visualizing differences in global structure and local neighborhoods via small multiples. arXiv","author":"Boggust Angie","year":"2019","unstructured":"Angie Boggust , Brandon Carter , and Arvind Satyanarayan . 2019. Embedding comparator: Visualizing differences in global structure and local neighborhoods via small multiples. arXiv ( 2019 ). arxiv:1912.04853 Angie Boggust, Brandon Carter, and Arvind Satyanarayan. 2019. Embedding comparator: Visualizing differences in global structure and local neighborhoods via small multiples. arXiv (2019). arxiv:1912.04853"},{"key":"e_1_3_2_1_5_1","volume-title":"Debiasing Word Embeddings. 30th Conference on Neural Information Processing SystemsNIPS 2016","author":"Bolukbasi Tolga","year":"2016","unstructured":"Tolga Bolukbasi , Kai-Wei Chang , James Zou , Venkatesh Saligrama , and Adam Kalai . 2016 . Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings. 30th Conference on Neural Information Processing SystemsNIPS 2016 (2016), 1\u20139. arxiv:1607.06520https:\/\/code.google.com\/archive\/p\/word2vec\/ Tolga Bolukbasi, Kai-Wei Chang, James Zou, Venkatesh Saligrama, and Adam Kalai. 2016. Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings. 30th Conference on Neural Information Processing SystemsNIPS 2016 (2016), 1\u20139. arxiv:1607.06520https:\/\/code.google.com\/archive\/p\/word2vec\/"},{"key":"e_1_3_2_1_6_1","volume-title":"The Specious Art of Single-Cell Genomics. BioRxiv","author":"Chari Tara","year":"2021","unstructured":"Tara Chari , Joeyta Banerjee , and Lior Pachter . 2021. The Specious Art of Single-Cell Genomics. BioRxiv ( 2021 ), 1\u201323. https:\/\/doi.org\/10.1101\/2021.08.25.457696 10.1101\/2021.08.25.457696 Tara Chari, Joeyta Banerjee, and Lior Pachter. 2021. The Specious Art of Single-Cell Genomics. BioRxiv (2021), 1\u201323. https:\/\/doi.org\/10.1101\/2021.08.25.457696"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jvlc.2018.08.008"},{"key":"e_1_3_2_1_8_1","volume-title":"KDD Workshop on Interactive Data Exploration and AnalyticsNips (2016","author":"Chung Sunghyo","year":"2016","unstructured":"Sunghyo Chung , Cheonbok Park , Sangho Suh , Kyeongpil Kang , Jaegul Choo , and Bum\u00a0Chul Kwon . 2016 . ReVACNN: Steering Convolutional Neural Network via Real-Time Visual Analytics . KDD Workshop on Interactive Data Exploration and AnalyticsNips (2016 ), 1\u20138. http:\/\/www.filmnips.com\/wp-content\/uploads\/2016\/11\/FILM-NIPS2016_paper_32.pdf Sunghyo Chung, Cheonbok Park, Sangho Suh, Kyeongpil Kang, Jaegul Choo, and Bum\u00a0Chul Kwon. 2016. ReVACNN: Steering Convolutional Neural Network via Real-Time Visual Analytics. KDD Workshop on Interactive Data Exploration and AnalyticsNips (2016), 1\u20138. http:\/\/www.filmnips.com\/wp-content\/uploads\/2016\/11\/FILM-NIPS2016_paper_32.pdf"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2009.05.016"},{"key":"e_1_3_2_1_10_1","volume-title":"Comparing and Exploring High-Dimensional Data with Dimensionality Reduction Algorithms and Matrix Visualizations. ACM International Conference Proceeding Series","author":"Cutura Rene","year":"2020","unstructured":"Rene Cutura , Micha\u00ebl Aupetit , Jean\u00a0Daniel Fekete , and Michael Sedlmair . 2020 . Comparing and Exploring High-Dimensional Data with Dimensionality Reduction Algorithms and Matrix Visualizations. ACM International Conference Proceeding Series (2020). https:\/\/doi.org\/10.1145\/3399715.3399875 10.1145\/3399715.3399875 Rene Cutura, Micha\u00ebl Aupetit, Jean\u00a0Daniel Fekete, and Michael Sedlmair. 2020. Comparing and Exploring High-Dimensional Data with Dimensionality Reduction Algorithms and Matrix Visualizations. ACM International Conference Proceeding Series (2020). https:\/\/doi.org\/10.1145\/3399715.3399875"},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-018-04368-5"},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2008.153"},{"key":"e_1_3_2_1_13_1","unstructured":"Takanori Fujiwara Xinhai Wei Jian Zhao and Kwan-Liu Ma. 2021. Interactive Dimensionality Reduction for Comparative Analysis. (2021). arxiv:2106.15481http:\/\/arxiv.org\/abs\/2106.15481  Takanori Fujiwara Xinhai Wei Jian Zhao and Kwan-Liu Ma. 2021. Interactive Dimensionality Reduction for Comparative Analysis. (2021). arxiv:2106.15481http:\/\/arxiv.org\/abs\/2106.15481"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1177\/1473871611416549"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P16-1141"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2007.70539"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.13417"},{"key":"e_1_3_2_1_18_1","volume-title":"embComp: Visual Interactive Comparison of Vector Embeddings","author":"Heimerl Florian","year":"2020","unstructured":"Florian Heimerl , Christoph Kralj , Torsten Moller , and Michael Gleicher . 2020. embComp: Visual Interactive Comparison of Vector Embeddings . IEEE Transactions on Visualization and Computer Graphics 2626, c( 2020 ), 1\u201316. https:\/\/doi.org\/10.1109\/TVCG.2020.3045918 arxiv:1911.01542 10.1109\/TVCG.2020.3045918 Florian Heimerl, Christoph Kralj, Torsten Moller, and Michael Gleicher. 2020. embComp: Visual Interactive Comparison of Vector Embeddings. IEEE Transactions on Visualization and Computer Graphics 2626, c(2020), 1\u201316. https:\/\/doi.org\/10.1109\/TVCG.2020.3045918 arxiv:1911.01542"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2018.2843369"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41576-018-0088-9"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1145\/2736277.2741627"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1109\/VAST.2018.8802454"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1142\/S0219720017500172"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2745141"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.13672"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2015.425"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2105-16-S11-S5"},{"key":"e_1_3_2_1_28_1","unstructured":"Leland McInnes. 2021. How to use AlignedUMAP. https:\/\/umap-learn.readthedocs.io\/en\/latest\/aligned_umap_basic_usage.html  Leland McInnes. 2021. How to use AlignedUMAP. https:\/\/umap-learn.readthedocs.io\/en\/latest\/aligned_umap_basic_usage.html"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41587-020-00801-7"},{"key":"e_1_3_2_1_30_1","volume-title":"Proceedings of the 2021 Conference of the North American","author":"Newman-Griffis Denis","year":"1865","unstructured":"Denis Newman-Griffis , Venkatesh Sivaraman , Adam Perer , Eric Fosler-Lussier , and Harry Hochheiser . 2021. TextEssence: A Tool for Interactive Analysis of Semantic Shifts Between Corpora . In Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Demonstrations. Association for Computational Linguistics , Online , 106\u2013115. https:\/\/doi.org\/10. 1865 3\/v1\/2021.naacl-demos.13 10.18653\/v1 Denis Newman-Griffis, Venkatesh Sivaraman, Adam Perer, Eric Fosler-Lussier, and Harry Hochheiser. 2021. TextEssence: A Tool for Interactive Analysis of Semantic Shifts Between Corpora. In Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Demonstrations. Association for Computational Linguistics, Online, 106\u2013115. https:\/\/doi.org\/10.18653\/v1\/2021.naacl-demos.13"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pcbi.1006907"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2018.2846735"},{"key":"e_1_3_2_1_33_1","volume-title":"Exploring dimension-reduced embeddings with Sleepwalk. bioRxiv","author":"Ovchinnikova Svetlana","year":"2019","unstructured":"Svetlana Ovchinnikova and Simon Anders . 2019. Exploring dimension-reduced embeddings with Sleepwalk. bioRxiv ( 2019 ), 749\u2013756. https:\/\/doi.org\/10.1101\/603589 10.1101\/603589 Svetlana Ovchinnikova and Simon Anders. 2019. Exploring dimension-reduced embeddings with Sleepwalk. bioRxiv (2019), 749\u2013756. https:\/\/doi.org\/10.1101\/603589"},{"key":"e_1_3_2_1_34_1","volume-title":"PB","author":"Pagliosa Paulo","year":"2015","unstructured":"Paulo Pagliosa , Fernando\u00a0 V. Paulovich , Rosane Minghim , Haim Levkowitz , and Luis\u00a0Gustavo Nonato . 2015. Projection inspector: Assessment and synthesis of multidimensional projections. Neurocomputing 150 , PB ( 2015 ), 599\u2013610. https:\/\/doi.org\/10.1016\/j.neucom.2014.07.072 10.1016\/j.neucom.2014.07.072 Paulo Pagliosa, Fernando\u00a0V. Paulovich, Rosane Minghim, Haim Levkowitz, and Luis\u00a0Gustavo Nonato. 2015. Projection inspector: Assessment and synthesis of multidimensional projections. Neurocomputing 150, PB (2015), 599\u2013610. https:\/\/doi.org\/10.1016\/j.neucom.2014.07.072"},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2744358"},{"key":"e_1_3_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2008.125"},{"key":"e_1_3_2_1_37_1","unstructured":"Xin Rong Joshua Luckson and Eytan Adar. 2018. LAMVI-2: A Visual Tool for Comparing and Tuning Word Embedding Models. (2018) 1\u201320. arxiv:1810.11367http:\/\/arxiv.org\/abs\/1810.11367  Xin Rong Joshua Luckson and Eytan Adar. 2018. LAMVI-2: A Visual Tool for Comparing and Tuning Word Embedding Models. (2018) 1\u201320. arxiv:1810.11367http:\/\/arxiv.org\/abs\/1810.11367"},{"key":"e_1_3_2_1_38_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2016.2598495"},{"key":"e_1_3_2_1_39_1","first-page":"013","volume-title":"Stress Maps: Analysing Local Phenomena in Dimensionality Reduction Based Visualizations. European Symposium Visual Analytics Science and Technology (EuroVAST)","author":"Seifert Christin","year":"2010","unstructured":"Christin Seifert , Vedran Sabol , and Wolfgang Kienreich . 2010 . Stress Maps: Analysing Local Phenomena in Dimensionality Reduction Based Visualizations. European Symposium Visual Analytics Science and Technology (EuroVAST) (2010), 13\u201318. https:\/\/doi.org\/10.2312\/PE\/EuroVAST\/EuroVAST10\/ 013 - 018 10.2312\/PE Christin Seifert, Vedran Sabol, and Wolfgang Kienreich. 2010. Stress Maps: Analysing Local Phenomena in Dimensionality Reduction Based Visualizations. European Symposium Visual Analytics Science and Technology (EuroVAST) (2010), 13\u201318. https:\/\/doi.org\/10.2312\/PE\/EuroVAST\/EuroVAST10\/013-018"},{"key":"e_1_3_2_1_40_1","volume-title":"Embedding Projector: Interactive Visualization and Interpretation of Embeddings. Nips","author":"Smilkov Daniel","year":"2016","unstructured":"Daniel Smilkov , Nikhil Thorat , Charles Nicholson , Emily Reif , Fernanda\u00a0 B. Vi\u00e9gas , and Martin Wattenberg . 2016 . Embedding Projector: Interactive Visualization and Interpretation of Embeddings. Nips (2016). arxiv:1611.05469http:\/\/arxiv.org\/abs\/1611.05469 Daniel Smilkov, Nikhil Thorat, Charles Nicholson, Emily Reif, Fernanda\u00a0B. Vi\u00e9gas, and Martin Wattenberg. 2016. Embedding Projector: Interactive Visualization and Interpretation of Embeddings. Nips (2016). arxiv:1611.05469http:\/\/arxiv.org\/abs\/1611.05469"},{"key":"e_1_3_2_1_41_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2015.2467717"},{"key":"e_1_3_2_1_42_1","volume-title":"Image representations learned with unsupervised pre-training contain human-like biases. Vol.\u00a01","author":"Steed Ryan","year":"2010","unstructured":"Ryan Steed and Aylin Caliskan . 2021. Image representations learned with unsupervised pre-training contain human-like biases. Vol.\u00a01 . Association for Computing Machinery . 701\u2013713 pages. https:\/\/doi.org\/10.1145\/3442188.3445932 arxiv: 2010 .15052 10.1145\/3442188.3445932 Ryan Steed and Aylin Caliskan. 2021. Image representations learned with unsupervised pre-training contain human-like biases. Vol.\u00a01. Association for Computing Machinery. 701\u2013713 pages. https:\/\/doi.org\/10.1145\/3442188.3445932 arxiv:2010.15052"},{"key":"e_1_3_2_1_43_1","volume-title":"Comparative Analysis of Word Embeddings for Capturing Word Similarities. International Conference on Natural Language Processing (NATP 2020)","author":"Toshevska Martina","year":"2020","unstructured":"Martina Toshevska , Frosina Stojanovska , and Jovan Kalajdjieski . 2020 . Comparative Analysis of Word Embeddings for Capturing Word Similarities. International Conference on Natural Language Processing (NATP 2020) (2020). Martina Toshevska, Frosina Stojanovska, and Jovan Kalajdjieski. 2020. Comparative Analysis of Word Embeddings for Capturing Word Similarities. International Conference on Natural Language Processing (NATP 2020) (2020)."},{"key":"e_1_3_2_1_44_1","first-page":"1","article-title":"Dimensionality Reduction","volume":"10","author":"Van Der Maaten J\u00a0P","year":"2009","unstructured":"L\u00a0 J\u00a0P Van Der Maaten , E\u00a0O Postma , and H\u00a0J Van Den Herik . 2009 . Dimensionality Reduction : A Comparative Review. Journal of Machine Learning Research 10 (2009), 1 \u2013 41 . https:\/\/doi.org\/10.1080\/13506280444000102 10.1080\/13506280444000102 L\u00a0J\u00a0P Van Der Maaten, E\u00a0O Postma, and H\u00a0J Van Den Herik. 2009. Dimensionality Reduction: A Comparative Review. Journal of Machine Learning Research 10 (2009), 1\u201341. https:\/\/doi.org\/10.1080\/13506280444000102","journal-title":"Journal of Machine Learning Research"},{"key":"e_1_3_2_1_45_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2009.108"},{"key":"e_1_3_2_1_46_1","volume-title":"Saliency Deficit and Motion Outlier Detection in Animated Scatterplots. Conference on Human Factors in Computing Systems - Proceedings","author":"Veras Rafael","year":"2019","unstructured":"Rafael Veras and Christopher Collins . 2019 . Saliency Deficit and Motion Outlier Detection in Animated Scatterplots. Conference on Human Factors in Computing Systems - Proceedings (2019), 1\u201312. Rafael Veras and Christopher Collins. 2019. Saliency Deficit and Motion Outlier Detection in Animated Scatterplots. Conference on Human Factors in Computing Systems - Proceedings (2019), 1\u201312."}],"event":{"name":"IUI '22: 27th International Conference on Intelligent User Interfaces","location":"Helsinki Finland","acronym":"IUI '22","sponsor":["SIGAI ACM Special Interest Group on Artificial Intelligence","SIGCHI ACM Special Interest Group on Computer-Human Interaction"]},"container-title":["27th International Conference on Intelligent User Interfaces"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3490099.3511137","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3490099.3511137","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T19:31:24Z","timestamp":1750188684000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3490099.3511137"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,3,22]]},"references-count":46,"alternative-id":["10.1145\/3490099.3511137","10.1145\/3490099"],"URL":"https:\/\/doi.org\/10.1145\/3490099.3511137","relation":{},"subject":[],"published":{"date-parts":[[2022,3,22]]},"assertion":[{"value":"2022-03-22","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}