FV
Fernanda Viegas
cs.LGcs.CLcs.AIcs.HCstat.MLcs.CVComputer Graphicscs.CYSoftwareUser-Computer Interface
On Valency
published · living versionsW_snpkpxfk·v1 · currentpublished
TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems
with Martín Abadi, Ashish Agarwal, Paul Barham, Eugene Brevdo +35
1 version
Preprints & journals
39 papers in the corpus · 2007–2026Decomposing Query-Key Feature Interactions Using Contrastive Covariances2602.04752v1 · Andrew Lee, Yonatan Belinkov, Fernanda Vi'egas et al.2026 · 0 citationsarXiv
Story Ribbons: Reimagining Storyline Visualizations with Large Language Models.41343311 · Yeh, Catherine, Menon, Tara, Arya, Robin Singh et al.2025 · 1 citationIEEE transactions on visualization and computer graphics. 2025;PP
Why Can't Transformers Learn Multiplication? Reverse-Engineering Reveals Long-Range Dependency Pitfalls2510.00184v1 · Xiaoyan Bai, Itamar Pres, Yuntian Deng et al.2025 · 0 citationsarXiv
Chronotome: Real-Time Topic Modeling for Streaming Embedding Spaces2509.01051v1 · Matte Lim, Catherine Yeh, Martin Wattenberg et al.2025 · 0 citationsarXiv
Story Ribbons: Reimagining Storyline Visualizations with Large Language Models2508.06772v1 · Catherine Yeh, Tara Menon, Robin Singh Arya et al.2025 · 1 citationarXiv
Shared Global and Local Geometry of Language Model Embeddings2503.21073v3 · Andrew Lee, Melanie Weber, Fernanda Vi'egas et al.2025 · 0 citationsarXiv
When Bad Data Leads to Good Models2505.04741v1 · Kenneth Li, Yida Chen, Fernanda Vi'egas et al.2025 · 0 citationsarXiv
Designing a Dashboard for Transparency and Control of Conversational AI2406.07882v3 · Yida Chen, Aoyu Wu, Trevor DePodesta et al.2024 · 1 citationarXiv
Relational Composition in Neural Networks: A Survey and Call to Action2407.14662v1 · Martin Wattenberg, Fernanda B. Vi'egas2024 · 1 citationarXiv
Emergent World Representations: Exploring a Sequence Model Trained on a Synthetic Task2210.13382v5 · Kenneth Li, Aspen K. Hopkins, David Bau et al.2022 · 62 citationsarXiv
Dialogue Action Tokens: Steering Language Models in Goal-Directed Dialogue with a Multi-Turn Planner2406.11978v1 · Kenneth Li, Yiming Wang, Fernanda Vi'egas et al.2024 · 0 citationsarXiv
AttentionViz: A Global View of Transformer Attention.37883259 · Yeh, Catherine, Chen, Yida, Wu, Aoyu et al.2023 · 79 citationsIEEE transactions on visualization and computer graphics. 2024;30(1):262-272
Beyond Surface Statistics: Scene Representations in a Latent Diffusion Model2306.05720v2 · Yida Chen, Fernanda Vi'egas, Martin Wattenberg2023 · 4 citationsarXiv
Grand Challenges in Visual Analytics Applications.37713213 · Wu, Aoyu, Deng, Dazhen, Chen, Min et al.2023 · 10 citationsIEEE computer graphics and applications. 2023;43(5):83-90
AttentionViz: A Global View of Transformer Attention2305.03210v2 · Catherine Yeh, Yida Chen, Aoyu Wu et al.2023 · 79 citationsarXiv
The System Model and the User Model: Exploring AI Dashboard Design2305.02469v1 · Fernanda Vi'egas, Martin Wattenberg2023 · 1 citationarXiv
Investigating How Practitioners Use Human-AI Guidelines: A Case Study on the People + AI Guidebook2301.12243v2 · Nur Yildirim, Mahima Pushkarna, Nitesh Goyal et al.2023 · 103 citationsProceedings of the 2023 CHI Conference on Human Factors in Computing Systems
An Interpretability Illusion for BERT2104.07143v1 · Tolga Bolukbasi, Adam Pearce, Ann Yuan et al.2021 · 11 citationsarXiv
"A cold, technical decision-maker": Can AI provide explainability, negotiability, and humanity?2012.00874v1 · Allison Woodruff, Yasmin Asare Anderson, Katherine Jameson Armstrong et al.2020 · 0 citationsarXiv
Visualizing and Measuring the Geometry of BERT1906.02715v2 · Andy Coenen, Emily Reif, Ann Yuan et al.2019 · 281 citationsarXiv
The What-If Tool: Interactive Probing of Machine Learning Models1907.04135v2 · James Wexler, Mahima Pushkarna, Tolga Bolukbasi et al.2019 · 527 citationsarXiv
XRAI: Better Attributions Through Regions1906.02825v2 · Andrei Kapishnikov, Tolga Bolukbasi, Fernanda Vi'egas et al.2019 · 212 citationsarXiv
Interpretability Beyond Feature Attribution: Quantitative Testing with Concept Activation Vectors (TCAV)1711.11279v5 · Been Kim, Martin Wattenberg, Justin Gilmer et al.2017 · 1,076 citationsICML 2018
Deep learning of aftershock patterns following large earthquakes.30158606 · DeVries, Phoebe M R, Viégas, Fernanda, Wattenberg, Martin et al.2019 · 353 citationsNature. 2018;560(7720):632-634
TensorFlow.js: Machine Learning for the Web and Beyond1901.05350v2 · Daniel Smilkov, Nikhil Thorat, Yannick Assogba et al.2019 · 138 citationsarXiv
Human-Centered Tools for Coping with Imperfect Algorithms during Medical Decision-Making1902.02960v1 · Carrie J. Cai, Emily Reif, Narayan Hegde et al.2019 · 405 citationsarXiv
Visualizing Dataflow Graphs of Deep Learning Models in TensorFlow.28866562 · Wongsuphasawat, Kanit, Smilkov, Daniel, Wexler, James et al.2018 · 337 citationsIEEE transactions on visualization and computer graphics. 2018;24(1):1-12
GAN Lab: Understanding Complex Deep Generative Models using Interactive Visual Experimentation1809.01587v1 · Minsuk Kahng, Nikhil Thorat, Duen Horng Chau et al.2018 · 217 citationsarXiv
Google's Multilingual Neural Machine Translation System: Enabling Zero-Shot Translation1611.04558v2 · Melvin Johnson, Mike Schuster, Quoc V. Le et al.2016 · 1,873 citationsarXiv
Direct-Manipulation Visualization of Deep Networks1708.03788v1 · Daniel Smilkov, Shan Carter, D. Sculley et al.2017 · 84 citationsarXiv
SmoothGrad: removing noise by adding noise1706.03825v1 · Daniel Smilkov, Nikhil Thorat, Been Kim et al.2017 · 727 citationsarXiv
Embedding Projector: Interactive Visualization and Interpretation of Embeddings1611.05469v1 · Daniel Smilkov, Nikhil Thorat, Charles Nicholson et al.2016 · 154 citationsarXiv
TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems1603.04467v2 · Mart'in Abadi, Ashish Agarwal, Paul Barham et al.2016 · 9,713 citationsarXivon Valency
Participatory visualization with Wordle.19834182 · Viégas, Fernanda B, Wattenberg, Martin, Feinberg, Jonathan2010 · 412 citationsIEEE transactions on visualization and computer graphics. 2009;15(6):1137-44
Mapping text with phrase nets.19834186 · van Ham, Frank, Wattenberg, Martin, Viégas, Fernanda B2010 · 145 citationsIEEE transactions on visualization and computer graphics. 2009;15(6):1169-76
The Word Tree, an interactive visual concordance.18988967 · Wattenberg, Martin, Viégas, Fernanda B2008 · 320 citationsIEEE transactions on visualization and computer graphics. 2008;14(6):1221-8
ManyEyes: a site for visualization at internet scale.17968055 · Viegas, Fernanda B, Wattenberg, Martin, van Ham, Frank et al.2007 · 723 citationsIEEE transactions on visualization and computer graphics. 2007;13(6):1121-8
Career total: 97 works. 39 are in this corpus.Showing the 37 most recent.
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