Martin Wattenberg

According to our database, Martin Wattenberg authored at least 84 papers between 1995 and 2024.

Collaborative distances:

• Dijkstra number of three.
• Erdős number of three.

2024

AttentionViz: A Global View of Transformer Attention.

Catherine Yeh, Yida Chen, Aoyu Wu, Cynthia Chen, Fernanda B. Viégas, Martin Wattenberg

IEEE Trans. Vis. Comput. Graph., January, 2024

Relational Composition in Neural Networks: A Survey and Call to Action.

Martin Wattenberg, Fernanda B. Viégas

CoRR, 2024

Dialogue Action Tokens: Steering Language Models in Goal-Directed Dialogue with a Multi-Turn Planner.

Kenneth Li, Yiming Wang, Fernanda B. Viégas, Martin Wattenberg

CoRR, 2024

Designing a Dashboard for Transparency and Control of Conversational AI.

Yida Chen, Aoyu Wu, Trevor DePodesta, Catherine Yeh, Kenneth Li, Nicholas Castillo Marin, Oam Patel, Jan Riecke, Shivam Raval, Olivia Seow, Martin Wattenberg, Fernanda B. Viégas

CoRR, 2024

Measuring and Controlling Persona Drift in Language Model Dialogs.

Kenneth Li, Tianle Liu, Naomi Bashkansky, David Bau, Fernanda B. Viégas, Hanspeter Pfister, Martin Wattenberg

CoRR, 2024

A Mechanistic Understanding of Alignment Algorithms: A Case Study on DPO and Toxicity.

Andrew Lee, Xiaoyan Bai, Itamar Pres, Martin Wattenberg, Jonathan K. Kummerfeld, Rada Mihalcea

Proceedings of the Forty-first International Conference on Machine Learning, 2024

Q-Probe: A Lightweight Approach to Reward Maximization for Language Models.

Kenneth Li, Samy Jelassi, Hugh Zhang, Sham M. Kakade, Martin Wattenberg, David Brandfonbrener

Proceedings of the Forty-first International Conference on Machine Learning, 2024

Linearity of Relation Decoding in Transformer Language Models.

Evan Hernandez, Arnab Sen Sharma, Tal Haklay, Kevin Meng, Martin Wattenberg, Jacob Andreas, Yonatan Belinkov, David Bau

Proceedings of the Twelfth International Conference on Learning Representations, 2024

ChainForge: A Visual Toolkit for Prompt Engineering and LLM Hypothesis Testing.

Ian Arawjo, Chelse Swoopes, Priyan Vaithilingam, Martin Wattenberg, Elena L. Glassman

Proceedings of the CHI Conference on Human Factors in Computing Systems, 2024

2023

AI Alignment in the Design of Interactive AI: Specification Alignment, Process Alignment, and Evaluation Support.

Michael Terry, Chinmay Kulkarni, Martin Wattenberg, Lucas Dixon, Meredith Ringel Morris

CoRR, 2023

Beyond Surface Statistics: Scene Representations in a Latent Diffusion Model.

Yida Chen, Fernanda B. Viégas, Martin Wattenberg

CoRR, 2023

The System Model and the User Model: Exploring AI Dashboard Design.

Fernanda B. Viégas, Martin Wattenberg

CoRR, 2023

Grand Challenges in Visual Analytics Applications.

Aoyu Wu, Dazhen Deng, Min Chen, Shixia Liu, Daniel A. Keim, Ross Maciejewski, Silvia Miksch, Hendrik Strobelt, Fernanda B. Viégas, Martin Wattenberg

IEEE Computer Graphics and Applications, 2023

Explain-and-Test: An Interactive Machine Learning Framework for Exploring Text Embeddings.

Shivam Raval, Carolyn Wang, Fernanda B. Viégas, Martin Wattenberg

Proceedings of the 2023 IEEE Visualization and Visual Analytics (VIS), 2023

ChainForge: An open-source visual programming environment for prompt engineering.

Ian Arawjo, Priyan Vaithilingam, Martin Wattenberg, Elena L. Glassman

Proceedings of the Adjunct Proceedings of the 36th Annual ACM Symposium on User Interface Software and Technology, 2023

Inference-Time Intervention: Eliciting Truthful Answers from a Language Model.

Kenneth Li, Oam Patel, Fernanda B. Viégas, Hanspeter Pfister, Martin Wattenberg

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Emergent World Representations: Exploring a Sequence Model Trained on a Synthetic Task.

Kenneth Li, Aspen K. Hopkins, David Bau, Fernanda B. Viégas, Hanspeter Pfister, Martin Wattenberg

Proceedings of the Eleventh International Conference on Learning Representations, 2023

Investigating How Practitioners Use Human-AI Guidelines: A Case Study on the People + AI Guidebook.

Nur Yildirim, Mahima Pushkarna, Nitesh Goyal, Martin Wattenberg, Fernanda B. Viégas

Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems, 2023

Emergent Linear Representations in World Models of Self-Supervised Sequence Models.

Neel Nanda, Andrew Lee, Martin Wattenberg

Proceedings of the 6th BlackboxNLP Workshop: Analyzing and Interpreting Neural Networks for NLP, 2023

2022

Toy Models of Superposition.

Nelson Elhage, Tristan Hume, Catherine Olsson, Nicholas Schiefer, Tom Henighan, Shauna Kravec, Zac Hatfield-Dodds, Robert Lasenby, Dawn Drain, Carol Chen, Roger Grosse, Sam McCandlish, Jared Kaplan, Dario Amodei, Martin Wattenberg, Christopher Olah

CoRR, 2022

Interpreting a Machine Learning Model for Detecting Gravitational Waves.

Mohammadtaher Safarzadeh, Asad Khan, Eliu A. Huerta, Martin Wattenberg

CoRR, 2022

2021

An Interpretability Illusion for BERT.

Tolga Bolukbasi, Adam Pearce, Ann Yuan, Andy Coenen, Emily Reif, Fernanda B. Viégas, Martin Wattenberg

CoRR, 2021

2020

The What-If Tool: Interactive Probing of Machine Learning Models.

James Wexler, Mahima Pushkarna, Tolga Bolukbasi, Martin Wattenberg, Fernanda B. Viégas, Jimbo Wilson

IEEE Trans. Vis. Comput. Graph., 2020

"A cold, technical decision-maker": Can AI provide explainability, negotiability, and humanity?

Allison Woodruff, Yasmin Asare Anderson, Katherine Jameson Armstrong, Marina Gkiza, Jay Jennings, Christopher Moessner, Fernanda B. Viégas, Martin Wattenberg, Lynette Webb, Fabian Wrede, Patrick Gage Kelley

CoRR, 2020

2019

GAN Lab: Understanding Complex Deep Generative Models using Interactive Visual Experimentation.

Minsuk Kahng, Nikhil Thorat, Duen Horng (Polo) Chau, Fernanda B. Viégas, Martin Wattenberg

IEEE Trans. Vis. Comput. Graph., 2019

Do Neural Networks Show Gestalt Phenomena? An Exploration of the Law of Closure.

Been Kim, Emily Reif, Martin Wattenberg, Samy Bengio

CoRR, 2019

Visualizing and Measuring the Geometry of BERT.

Emily Reif, Ann Yuan, Martin Wattenberg, Fernanda B. Viégas, Andy Coenen, Adam Pearce, Been Kim

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

TensorFlow.js: Machine Learning For The Web and Beyond.

Daniel Smilkov, Nikhil Thorat, Yannick Assogba, Ann Yuan, Nick Kreeger, Ping Yu, Kangyi Zhang, Shanqing Cai, Eric Nielsen, David Soergel, Stan Bileschi, Michael Terry, Charles Nicholson, Sandeep N. Gupta, Sarah Sirajuddin, D. Sculley, Rajat Monga, Greg Corrado, Fernanda B. Viégas, Martin Wattenberg

Proceedings of the Second Conference on Machine Learning and Systems, SysML 2019, 2019

Human-Centered Tools for Coping with Imperfect Algorithms During Medical Decision-Making.

Carrie J. Cai, Emily Reif, Narayan Hegde, Jason D. Hipp, Been Kim, Daniel Smilkov, Martin Wattenberg, Fernanda B. Viégas, Gregory S. Corrado, Martin C. Stumpe, Michael Terry

Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems, 2019

2018

Visualizing Dataflow Graphs of Deep Learning Models in TensorFlow.

Kanit Wongsuphasawat, Daniel Smilkov, James Wexler, Jimbo Wilson, Dandelion Mané, Doug Fritz, Dilip Krishnan, Fernanda B. Viégas, Martin Wattenberg

IEEE Trans. Vis. Comput. Graph., 2018

Interpretability Beyond Feature Attribution: Quantitative Testing with Concept Activation Vectors (TCAV).

Been Kim, Martin Wattenberg, Justin Gilmer, Carrie J. Cai, James Wexler, Fernanda B. Viégas, Rory Sayres

Proceedings of the 35th International Conference on Machine Learning, 2018

Adversarial Spheres.

Justin Gilmer, Luke Metz, Fartash Faghri, Samuel S. Schoenholz, Maithra Raghu, Martin Wattenberg, Ian J. Goodfellow

Proceedings of the 6th International Conference on Learning Representations, 2018

2017

Google's Multilingual Neural Machine Translation System: Enabling Zero-Shot Translation.

Melvin Johnson, Mike Schuster, Quoc V. Le, Maxim Krikun, Yonghui Wu, Zhifeng Chen, Nikhil Thorat, Fernanda B. Viégas, Martin Wattenberg, Greg Corrado, Macduff Hughes, Jeffrey Dean

Trans. Assoc. Comput. Linguistics, 2017

Direct-Manipulation Visualization of Deep Networks.

Daniel Smilkov, Shan Carter, D. Sculley, Fernanda B. Viégas, Martin Wattenberg

CoRR, 2017

SmoothGrad: removing noise by adding noise.

Daniel Smilkov, Nikhil Thorat, Been Kim, Fernanda B. Viégas, Martin Wattenberg

CoRR, 2017

2016

Embedding Projector: Interactive Visualization and Interpretation of Embeddings.

Daniel Smilkov, Nikhil Thorat, Charles Nicholson, Emily Reif, Fernanda B. Viégas, Martin Wattenberg

CoRR, 2016

TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems.

Martín Abadi, Ashish Agarwal, Paul Barham, Eugene Brevdo, Zhifeng Chen, Craig Citro, Gregory S. Corrado, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Ian J. Goodfellow, Andrew Harp, Geoffrey Irving, Michael Isard, Yangqing Jia, Rafal Józefowicz, Lukasz Kaiser, Manjunath Kudlur, Josh Levenberg, Dan Mané, Rajat Monga, Sherry Moore, Derek Gordon Murray, Chris Olah, Mike Schuster, Jonathon Shlens, Benoit Steiner, Ilya Sutskever, Kunal Talwar, Paul A. Tucker, Vincent Vanhoucke, Vijay Vasudevan, Fernanda B. Viégas, Oriol Vinyals, Pete Warden, Martin Wattenberg, Martin Wicke, Yuan Yu, Xiaoqiang Zheng

CoRR, 2016

2014

Visualizing Statistical Mix Effects and Simpson's Paradox.

Zan Armstrong, Martin Wattenberg

IEEE Trans. Vis. Comput. Graph., 2014

2013

Google+Ripples: a native visualization of information flow.

Fernanda B. Viégas, Martin Wattenberg, Jack Hebert, Geoffrey Borggaard, Alison Cichowlas, Jonathan Feinberg, Jon Orwant, Christopher Richard Wren

Proceedings of the 22nd International World Wide Web Conference, 2013

Ad click prediction: a view from the trenches.

H. Brendan McMahan, Gary Holt, David Sculley, Michael Young, Dietmar Ebner, Julian Grady, Lan Nie, Todd Phillips, Eugene Davydov, Daniel Golovin, Sharat Chikkerur, Dan Liu, Martin Wattenberg, Arnar Mar Hrafnkelsson, Tom Boulos, Jeremy Kubica

Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2013

2012

Through the looking glass: talking about the world with visualization.

Fernanda B. Viégas, Martin Wattenberg

Proceedings of the 43rd ACM technical symposium on Computer science education, 2012

2010

Beautiful History: Visualizing Wikipedia.

Martin Wattenberg, Fernanda B. Viégas

Proceedings of the Beautiful Visualization - Looking at Data Through the Eyes of Experts., 2010

2009

Participatory Visualization with Wordle.

Fernanda B. Viégas, Martin Wattenberg, Jonathan Feinberg

IEEE Trans. Vis. Comput. Graph., 2009

Mapping Text with Phrase Nets.

Frank van Ham, Martin Wattenberg, Fernanda B. Viégas

IEEE Trans. Vis. Comput. Graph., 2009

Voyagers and voyeurs: Supporting asynchronous collaborative visualization.

Jeffrey Heer, Fernanda B. Viégas, Martin Wattenberg

Commun. ACM, 2009

Visualizing the inner lives of texts.

Fernanda B. Viégas, Martin Wattenberg

Proceedings of the 2009 International Symposium on Wikis, 2009

Transforming data access through public visualization.

Fernanda B. Viégas, Martin Wattenberg

Proceedings of the ACM SIGMOD International Conference on Management of Data, 2009

Parallel Tag Clouds to explore and analyze faceted text corpora.

Christopher Collins, Fernanda B. Viégas, Martin Wattenberg

Proceedings of the 4th IEEE Symposium on Visual Analytics Science and Technology, 2009

The Art of Cheating When Drawing a Graph.

Martin Wattenberg

Proceedings of the Graph Drawing, 17th International Symposium, 2009

An intuitive model of perceptual grouping for HCI design.

Ruth Rosenholtz, Nathaniel R. Twarog, Nadja Schinkel-Bielefeld, Martin Wattenberg

Proceedings of the 27th International Conference on Human Factors in Computing Systems, 2009

2008

The Word Tree, an Interactive Visual Concordance.

Martin Wattenberg, Fernanda B. Viégas

IEEE Trans. Vis. Comput. Graph., 2008

Stacked Graphs - Geometry & Aesthetics.

Lee Byron, Martin Wattenberg

IEEE Trans. Vis. Comput. Graph., 2008

Timelines - Tag clouds and the case for vernacular visualization.

Fernanda B. Viégas, Martin Wattenberg

Interactions, 2008

Centrality Based Visualization of Small World Graphs.

Frank van Ham, Martin Wattenberg

Comput. Graph. Forum, 2008

Shakespeare, god, and lonely hearts: transforming data access with many eyes.

Fernanda B. Viégas, Martin Wattenberg

Proceedings of the ACM/IEEE Joint Conference on Digital Libraries, 2008

Harry Potter and the Meat-Filled Freezer: A Case Study of Spontaneous Usage of Visualization Tools.

Fernanda B. Viégas, Martin Wattenberg, Matthew M. McKeon, Frank van Ham, Jesse Kriss

Proceedings of the 41st Hawaii International International Conference on Systems Science (HICSS-41 2008), 2008

Social data analysis workshop.

Fernanda B. Viégas, Martin Wattenberg, Jeffrey Heer, Maneesh Agrawala

Proceedings of the Extended Abstracts Proceedings of the 2008 Conference on Human Factors in Computing Systems, 2008

Your place or mine?: visualization as a community component.

Catalina M. Danis, Fernanda B. Viégas, Martin Wattenberg, Jesse Kriss

Proceedings of the 2008 Conference on Human Factors in Computing Systems, 2008

2007

ManyEyes: a Site for Visualization at Internet Scale.

Fernanda B. Viégas, Martin Wattenberg, Frank van Ham, Jesse Kriss, Matthew M. McKeon

IEEE Trans. Vis. Comput. Graph., 2007

Visualizing Activity on Wikipedia with Chromograms.

Martin Wattenberg, Fernanda B. Viégas, Katherine J. Hollenbach

Proceedings of the Human-Computer Interaction, 2007

Talk Before You Type: Coordination in Wikipedia.

Fernanda B. Viégas, Martin Wattenberg, Jesse Kriss, Frank van Ham

Proceedings of the 40th Hawaii International International Conference on Systems Science (HICSS-40 2007), 2007

The Hidden Order of Wikipedia.

Fernanda B. Viégas, Martin Wattenberg, Matthew M. McKeon

Proceedings of the Online Communities and Social Computing, 2007

Artistic Data Visualization: Beyond Visual Analytics.

Fernanda B. Viégas, Martin Wattenberg

Proceedings of the Online Communities and Social Computing, 2007

Voyagers and voyeurs: supporting asynchronous collaborative information visualization.

Jeffrey Heer, Fernanda B. Viégas, Martin Wattenberg

Proceedings of the 2007 Conference on Human Factors in Computing Systems, 2007

2006

Designing for Social Data Analysis.

Martin Wattenberg, Jesse Kriss

IEEE Trans. Vis. Comput. Graph., 2006

Technical forum: Communication-minded visualization: A call to action.

Fernanda B. Viégas, Martin Wattenberg

IBM Syst. J., 2006

Visual exploration of multivariate graphs.

Martin Wattenberg

Proceedings of the 2006 Conference on Human Factors in Computing Systems, 2006

2005

E-Mail Research: Targeting the Enterprise.

Martin Wattenberg, Steven L. Rohall, Daniel M. Gruen, Bernard Kerr

Hum. Comput. Interact., 2005

A Note on Space-Filling Visualizations and Space-Filling Curves.

Martin Wattenberg

Proceedings of the IEEE Symposium on Information Visualization (InfoVis 2005), 2005

Baby Names, Visualization, and Social Data Analysis.

Martin Wattenberg

Proceedings of the IEEE Symposium on Information Visualization (InfoVis 2005), 2005

2004

Analyzing perceptual organization in information graphics.

Martin Wattenberg, Danyel Fisher

Inf. Vis., 2004

Lessons from the reMail prototypes.

Dan Gruen, Steven L. Rohall, Suzanne O. Minassian, Bernard Kerr, Paul Moody, Bob Stachel, Martin Wattenberg, Eric Wilcox

Proceedings of the 2004 ACM Conference on Computer Supported Cooperative Work, 2004

Flash forums and forumReader: navigating a new kind of large-scale online discussion.

Kushal Dave, Martin Wattenberg, Michael J. Muller

Proceedings of the 2004 ACM Conference on Computer Supported Cooperative Work, 2004

Studying cooperation and conflict between authors with <i>history flow</i> visualizations.

Fernanda B. Viégas, Martin Wattenberg, Kushal Dave

Proceedings of the 2004 Conference on Human Factors in Computing Systems, 2004

ReMail: a reinvented email prototype.

Steven L. Rohall, Dan Gruen, Paul Moody, Martin Wattenberg, Mia K. Stern, Bernard Kerr, Bob Stachel, Kushal Dave, Robert Armes, Eric Wilcox

Proceedings of the Extended abstracts of the 2004 Conference on Human Factors in Computing Systems, 2004

2003

A Model of Multi-Scale Perceptual Organization in Information Graphics.

Martin Wattenberg, Danyel Fisher

Proceedings of the 9th IEEE Symposium on Information Visualization (InfoVis 2003), 2003

Conversation thumbnails for large-scale discussions.

Martin Wattenberg, David R. Millen

Proceedings of the Extended abstracts of the 2003 Conference on Human Factors in Computing Systems, 2003

2002

Ordered and quantum treemaps: Making effective use of 2D space to display hierarchies.

Benjamin B. Bederson, Ben Shneiderman, Martin Wattenberg

ACM Trans. Graph., 2002

Arc Diagrams: Visualizing Structure in Strings.

Martin Wattenberg

Proceedings of the 2002 IEEE Symposium on Information Visualization (InfoVis 2002), 27 October, 2002

2001

Ordered Treemap Layouts.

Ben Shneiderman, Martin Wattenberg

Proceedings of the IEEE Symposium on Information Visualization 2001 (INFOVIS'01), 2001

Sketching a graph to query a time-series database.

Martin Wattenberg

Proceedings of the CHI 2001 Extended Abstracts on Human Factors in Computing Systems, 2001

1999

Visualizing the stock market.

Martin Wattenberg

Proceedings of the CHI '99 Extended Abstracts on Human Factors in Computing Systems, 1999

A Fuzzy Commitment Scheme.

Ari Juels, Martin Wattenberg

Proceedings of the CCS '99, 1999

1995

Stochastic Hillclimbing as a Baseline Mathod for Evaluating Genetic Algorithms.

Ari Juels, Martin Wattenberg

Proceedings of the Advances in Neural Information Processing Systems 8, 1995