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Martin Wattenberg
Person information
- affiliation: Harvard University, USA
- affiliation: IBM Research
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2020 – today
- 2024
- [j20]Catherine Yeh, Yida Chen
, Aoyu Wu
, Cynthia Chen, Fernanda B. Viégas, Martin Wattenberg:
AttentionViz: A Global View of Transformer Attention. IEEE Trans. Vis. Comput. Graph. 30(1): 262-272 (2024) - [c45]Ian Arawjo
, Chelse Swoopes
, Priyan Vaithilingam
, Martin Wattenberg
, Elena L. Glassman
:
ChainForge: A Visual Toolkit for Prompt Engineering and LLM Hypothesis Testing. CHI 2024: 304:1-304:18 - [c44]Evan Hernandez, Arnab Sen Sharma, Tal Haklay, Kevin Meng, Martin Wattenberg, Jacob Andreas, Yonatan Belinkov, David Bau:
Linearity of Relation Decoding in Transformer Language Models. ICLR 2024 - [i31]Andrew Lee, Xiaoyan Bai, Itamar Pres, Martin Wattenberg, Jonathan K. Kummerfeld, Rada Mihalcea:
A Mechanistic Understanding of Alignment Algorithms: A Case Study on DPO and Toxicity. CoRR abs/2401.01967 (2024) - [i30]Kenneth Li, Tianle Liu, Naomi Bashkansky, David Bau, Fernanda B. Viégas, Hanspeter Pfister, Martin Wattenberg:
Measuring and Controlling Persona Drift in Language Model Dialogs. CoRR abs/2402.10962 (2024) - [i29]Kenneth Li, Samy Jelassi, Hugh Zhang, Sham M. Kakade, Martin Wattenberg, David Brandfonbrener:
Q-Probe: A Lightweight Approach to Reward Maximization for Language Models. CoRR abs/2402.14688 (2024) - [i28]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:
Designing a Dashboard for Transparency and Control of Conversational AI. CoRR abs/2406.07882 (2024) - [i27]Kenneth Li, Yiming Wang, Fernanda B. Viégas, Martin Wattenberg:
Dialogue Action Tokens: Steering Language Models in Goal-Directed Dialogue with a Multi-Turn Planner. CoRR abs/2406.11978 (2024) - 2023
- [j19]Aoyu Wu
, Dazhen Deng
, Min Chen
, Shixia Liu
, Daniel A. Keim
, Ross Maciejewski
, Silvia Miksch
, Hendrik Strobelt
, Fernanda B. Viégas
, Martin Wattenberg
:
Grand Challenges in Visual Analytics Applications. IEEE Computer Graphics and Applications 43(5): 83-90 (2023) - [c43]Neel Nanda, Andrew Lee, Martin Wattenberg:
Emergent Linear Representations in World Models of Self-Supervised Sequence Models. BlackboxNLP@EMNLP 2023: 16-30 - [c42]Nur Yildirim
, Mahima Pushkarna
, Nitesh Goyal
, Martin Wattenberg
, Fernanda B. Viégas
:
Investigating How Practitioners Use Human-AI Guidelines: A Case Study on the People + AI Guidebook. CHI 2023: 356:1-356:13 - [c41]Kenneth Li, Aspen K. Hopkins, David Bau, Fernanda B. Viégas, Hanspeter Pfister, Martin Wattenberg:
Emergent World Representations: Exploring a Sequence Model Trained on a Synthetic Task. ICLR 2023 - [c40]Kenneth Li, Oam Patel, Fernanda B. Viégas, Hanspeter Pfister, Martin Wattenberg:
Inference-Time Intervention: Eliciting Truthful Answers from a Language Model. NeurIPS 2023 - [c39]Ian Arawjo
, Priyan Vaithilingam
, Martin Wattenberg
, Elena L. Glassman
:
ChainForge: An open-source visual programming environment for prompt engineering. UIST (Adjunct Volume) 2023: 4:1-4:3 - [c38]Shivam Raval, Carolyn Wang, Fernanda B. Viégas, Martin Wattenberg:
Explain-and-Test: An Interactive Machine Learning Framework for Exploring Text Embeddings. IEEE VIS (Short Papers) 2023: 216-220 - [i26]Nur Yildirim, Mahima Pushkarna, Nitesh Goyal, Martin Wattenberg, Fernanda B. Viégas:
Investigating How Practitioners Use Human-AI Guidelines: A Case Study on the People + AI Guidebook. CoRR abs/2301.12243 (2023) - [i25]Fernanda B. Viégas, Martin Wattenberg:
The System Model and the User Model: Exploring AI Dashboard Design. CoRR abs/2305.02469 (2023) - [i24]Catherine Yeh, Yida Chen, Aoyu Wu, Cynthia Chen, Fernanda B. Viégas, Martin Wattenberg:
AttentionViz: A Global View of Transformer Attention. CoRR abs/2305.03210 (2023) - [i23]Kenneth Li, Oam Patel, Fernanda B. Viégas, Hanspeter Pfister, Martin Wattenberg:
Inference-Time Intervention: Eliciting Truthful Answers from a Language Model. CoRR abs/2306.03341 (2023) - [i22]Yida Chen, Fernanda B. Viégas, Martin Wattenberg:
Beyond Surface Statistics: Scene Representations in a Latent Diffusion Model. CoRR abs/2306.05720 (2023) - [i21]Evan Hernandez, Arnab Sen Sharma, Tal Haklay, Kevin Meng, Martin Wattenberg, Jacob Andreas, Yonatan Belinkov, David Bau
:
Linearity of Relation Decoding in Transformer Language Models. CoRR abs/2308.09124 (2023) - [i20]Neel Nanda, Andrew Lee, Martin Wattenberg:
Emergent Linear Representations in World Models of Self-Supervised Sequence Models. CoRR abs/2309.00941 (2023) - [i19]Ian Arawjo, Chelse Swoopes, Priyan Vaithilingam, Martin Wattenberg, Elena L. Glassman:
ChainForge: A Visual Toolkit for Prompt Engineering and LLM Hypothesis Testing. CoRR abs/2309.09128 (2023) - [i18]Michael Terry, Chinmay Kulkarni, Martin Wattenberg, Lucas Dixon, Meredith Ringel Morris:
AI Alignment in the Design of Interactive AI: Specification Alignment, Process Alignment, and Evaluation Support. CoRR abs/2311.00710 (2023) - 2022
- [i17]Mohammadtaher Safarzadeh, Asad Khan, Eliu A. Huerta, Martin Wattenberg:
Interpreting a Machine Learning Model for Detecting Gravitational Waves. CoRR abs/2202.07399 (2022) - [i16]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:
Toy Models of Superposition. CoRR abs/2209.10652 (2022) - [i15]Kenneth Li, Aspen K. Hopkins, David Bau
, Fernanda B. Viégas, Hanspeter Pfister
, Martin Wattenberg:
Emergent World Representations: Exploring a Sequence Model Trained on a Synthetic Task. CoRR abs/2210.13382 (2022) - 2021
- [i14]Tolga Bolukbasi, Adam Pearce, Ann Yuan, Andy Coenen, Emily Reif, Fernanda B. Viégas, Martin Wattenberg:
An Interpretability Illusion for BERT. CoRR abs/2104.07143 (2021) - 2020
- [j18]James Wexler, Mahima Pushkarna, Tolga Bolukbasi, Martin Wattenberg, Fernanda B. Viégas, Jimbo Wilson:
The What-If Tool: Interactive Probing of Machine Learning Models. IEEE Trans. Vis. Comput. Graph. 26(1): 56-65 (2020) - [i13]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:
"A cold, technical decision-maker": Can AI provide explainability, negotiability, and humanity? CoRR abs/2012.00874 (2020)
2010 – 2019
- 2019
- [j17]Minsuk Kahng, Nikhil Thorat, Duen Horng (Polo) Chau
, Fernanda B. Viégas, Martin Wattenberg:
GAN Lab: Understanding Complex Deep Generative Models using Interactive Visual Experimentation. IEEE Trans. Vis. Comput. Graph. 25(1): 310-320 (2019) - [c37]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:
Human-Centered Tools for Coping with Imperfect Algorithms During Medical Decision-Making. CHI 2019: 4 - [c36]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:
TensorFlow.js: Machine Learning For The Web and Beyond. SysML 2019 - [c35]Emily Reif, Ann Yuan, Martin Wattenberg, Fernanda B. Viégas, Andy Coenen, Adam Pearce, Been Kim:
Visualizing and Measuring the Geometry of BERT. NeurIPS 2019: 8592-8600 - [i12]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:
TensorFlow.js: Machine Learning for the Web and Beyond. CoRR abs/1901.05350 (2019) - [i11]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:
Human-Centered Tools for Coping with Imperfect Algorithms during Medical Decision-Making. CoRR abs/1902.02960 (2019) - [i10]Been Kim, Emily Reif, Martin Wattenberg, Samy Bengio:
Do Neural Networks Show Gestalt Phenomena? An Exploration of the Law of Closure. CoRR abs/1903.01069 (2019) - [i9]Andy Coenen, Emily Reif, Ann Yuan, Been Kim, Adam Pearce, Fernanda B. Viégas, Martin Wattenberg:
Visualizing and Measuring the Geometry of BERT. CoRR abs/1906.02715 (2019) - [i8]James Wexler, Mahima Pushkarna, Tolga Bolukbasi, Martin Wattenberg, Fernanda B. Viégas, Jimbo Wilson:
The What-If Tool: Interactive Probing of Machine Learning Models. CoRR abs/1907.04135 (2019) - 2018
- [j16]Kanit Wongsuphasawat, Daniel Smilkov, James Wexler, Jimbo Wilson, Dandelion Mané, Doug Fritz, Dilip Krishnan, Fernanda B. Viégas, Martin Wattenberg:
Visualizing Dataflow Graphs of Deep Learning Models in TensorFlow. IEEE Trans. Vis. Comput. Graph. 24(1): 1-12 (2018) - [c34]Justin Gilmer, Luke Metz, Fartash Faghri, Samuel S. Schoenholz, Maithra Raghu, Martin Wattenberg, Ian J. Goodfellow:
Adversarial Spheres. ICLR (Workshop) 2018 - [c33]Been Kim, Martin Wattenberg, Justin Gilmer, Carrie J. Cai, James Wexler, Fernanda B. Viégas, Rory Sayres:
Interpretability Beyond Feature Attribution: Quantitative Testing with Concept Activation Vectors (TCAV). ICML 2018: 2673-2682 - [i7]Justin Gilmer, Luke Metz, Fartash Faghri, Samuel S. Schoenholz, Maithra Raghu, Martin Wattenberg, Ian J. Goodfellow:
Adversarial Spheres. CoRR abs/1801.02774 (2018) - [i6]Minsuk Kahng, Nikhil Thorat, Duen Horng Chau, Fernanda B. Viégas, Martin Wattenberg:
GAN Lab: Understanding Complex Deep Generative Models using Interactive Visual Experimentation. CoRR abs/1809.01587 (2018) - 2017
- [j15]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:
Google's Multilingual Neural Machine Translation System: Enabling Zero-Shot Translation. Trans. Assoc. Comput. Linguistics 5: 339-351 (2017) - [i5]Daniel Smilkov, Nikhil Thorat, Been Kim, Fernanda B. Viégas, Martin Wattenberg:
SmoothGrad: removing noise by adding noise. CoRR abs/1706.03825 (2017) - [i4]Daniel Smilkov, Shan Carter, D. Sculley, Fernanda B. Viégas, Martin Wattenberg:
Direct-Manipulation Visualization of Deep Networks. CoRR abs/1708.03788 (2017) - 2016
- [i3]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:
TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems. CoRR abs/1603.04467 (2016) - [i2]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:
Google's Multilingual Neural Machine Translation System: Enabling Zero-Shot Translation. CoRR abs/1611.04558 (2016) - [i1]Daniel Smilkov, Nikhil Thorat, Charles Nicholson, Emily Reif, Fernanda B. Viégas, Martin Wattenberg:
Embedding Projector: Interactive Visualization and Interpretation of Embeddings. CoRR abs/1611.05469 (2016) - 2014
- [j14]Zan Armstrong
, Martin Wattenberg:
Visualizing Statistical Mix Effects and Simpson's Paradox. IEEE Trans. Vis. Comput. Graph. 20(12): 2132-2141 (2014) - 2013
- [c32]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:
Ad click prediction: a view from the trenches. KDD 2013: 1222-1230 - [c31]Fernanda B. Viégas, Martin Wattenberg, Jack Hebert, Geoffrey Borggaard, Alison Cichowlas, Jonathan Feinberg, Jon Orwant, Christopher Richard Wren:
Google+Ripples: a native visualization of information flow. WWW 2013: 1389-1398 - 2012
- [c30]Fernanda B. Viégas, Martin Wattenberg:
Through the looking glass: talking about the world with visualization. SIGCSE 2012: 655-656 - 2010
- [p1]Martin Wattenberg, Fernanda B. Viégas:
Beautiful History: Visualizing Wikipedia. Beautiful Visualization 2010: 175-191
2000 – 2009
- 2009
- [j13]Jeffrey Heer, Fernanda B. Viégas, Martin Wattenberg:
Voyagers and voyeurs: Supporting asynchronous collaborative visualization. Commun. ACM 52(1): 87-97 (2009) - [j12]Fernanda B. Viégas, Martin Wattenberg, Jonathan Feinberg:
Participatory Visualization with Wordle. IEEE Trans. Vis. Comput. Graph. 15(6): 1137-1144 (2009) - [j11]Frank van Ham, Martin Wattenberg, Fernanda B. Viégas:
Mapping Text with Phrase Nets. IEEE Trans. Vis. Comput. Graph. 15(6): 1169-1176 (2009) - [c29]Ruth Rosenholtz
, Nathaniel R. Twarog, Nadja Schinkel-Bielefeld, Martin Wattenberg:
An intuitive model of perceptual grouping for HCI design. CHI 2009: 1331-1340 - [c28]Martin Wattenberg:
The Art of Cheating When Drawing a Graph. GD 2009: 2 - [c27]Christopher Collins
, Fernanda B. Viégas, Martin Wattenberg:
Parallel Tag Clouds to explore and analyze faceted text corpora. IEEE VAST 2009: 91-98 - [c26]Fernanda B. Viégas, Martin Wattenberg:
Transforming data access through public visualization. SIGMOD Conference 2009: 3-4 - [c25]Fernanda B. Viégas, Martin Wattenberg:
Visualizing the inner lives of texts. Int. Sym. Wikis 2009 - 2008
- [j10]Frank van Ham, Martin Wattenberg:
Centrality Based Visualization of Small World Graphs. Comput. Graph. Forum 27(3): 975-982 (2008) - [j9]Fernanda B. Viégas, Martin Wattenberg:
Timelines - Tag clouds and the case for vernacular visualization. Interactions 15(4): 49-52 (2008) - [j8]Martin Wattenberg, Fernanda B. Viégas:
The Word Tree, an Interactive Visual Concordance. IEEE Trans. Vis. Comput. Graph. 14(6): 1221-1228 (2008) - [j7]Lee Byron, Martin Wattenberg:
Stacked Graphs - Geometry & Aesthetics. IEEE Trans. Vis. Comput. Graph. 14(6): 1245-1252 (2008) - [c24]Catalina M. Danis, Fernanda B. Viégas, Martin Wattenberg, Jesse Kriss:
Your place or mine?: visualization as a community component. CHI 2008: 275-284 - [c23]Fernanda B. Viégas, Martin Wattenberg, Jeffrey Heer, Maneesh Agrawala:
Social data analysis workshop. CHI Extended Abstracts 2008: 3977-3980 - [c22]Fernanda B. Viégas, Martin Wattenberg, Matthew M. McKeon, Frank van Ham, Jesse Kriss:
Harry Potter and the Meat-Filled Freezer: A Case Study of Spontaneous Usage of Visualization Tools. HICSS 2008: 159 - [c21]Fernanda B. Viégas, Martin Wattenberg:
Shakespeare, god, and lonely hearts: transforming data access with many eyes. JCDL 2008: 145-146 - 2007
- [j6]Fernanda B. Viégas, Martin Wattenberg, Frank van Ham, Jesse Kriss, Matthew M. McKeon:
ManyEyes: a Site for Visualization at Internet Scale. IEEE Trans. Vis. Comput. Graph. 13(6): 1121-1128 (2007) - [c20]Jeffrey Heer, Fernanda B. Viégas, Martin Wattenberg:
Voyagers and voyeurs: supporting asynchronous collaborative information visualization. CHI 2007: 1029-1038 - [c19]Fernanda B. Viégas, Martin Wattenberg:
Artistic Data Visualization: Beyond Visual Analytics. HCI (15) 2007: 182-191 - [c18]Fernanda B. Viégas, Martin Wattenberg, Matthew M. McKeon:
The Hidden Order of Wikipedia. HCI (15) 2007: 445-454 - [c17]Fernanda B. Viégas, Martin Wattenberg, Jesse Kriss, Frank van Ham:
Talk Before You Type: Coordination in Wikipedia. HICSS 2007: 78 - [c16]Martin Wattenberg, Fernanda B. Viégas, Katherine J. Hollenbach:
Visualizing Activity on Wikipedia with Chromograms. INTERACT (2) 2007: 272-287 - 2006
- [j5]Fernanda B. Viégas, Martin Wattenberg:
Technical forum: Communication-minded visualization: A call to action. IBM Syst. J. 45(4): 801-812 (2006) - [j4]Martin Wattenberg, Jesse Kriss:
Designing for Social Data Analysis. IEEE Trans. Vis. Comput. Graph. 12(4): 549-557 (2006) - [c15]Martin Wattenberg:
Visual exploration of multivariate graphs. CHI 2006: 811-819 - 2005
- [j3]Martin Wattenberg, Steven L. Rohall, Daniel M. Gruen, Bernard Kerr:
E-Mail Research: Targeting the Enterprise. Hum. Comput. Interact. 20(1-2): 139-162 (2005) - [c14]Martin Wattenberg:
Baby Names, Visualization, and Social Data Analysis. INFOVIS 2005: 1-7 - [c13]Martin Wattenberg:
A Note on Space-Filling Visualizations and Space-Filling Curves. INFOVIS 2005: 181-186 - 2004
- [j2]Martin Wattenberg, Danyel Fisher
:
Analyzing perceptual organization in information graphics. Inf. Vis. 3(2): 123-133 (2004) - [c12]Fernanda B. Viégas, Martin Wattenberg, Kushal Dave:
Studying cooperation and conflict between authors with history flow visualizations. CHI 2004: 575-582 - [c11]Steven L. Rohall, Dan Gruen, Paul Moody, Martin Wattenberg, Mia K. Stern, Bernard Kerr, Bob Stachel, Kushal Dave, Robert Armes, Eric Wilcox:
ReMail: a reinvented email prototype. CHI Extended Abstracts 2004: 791-792 - [c10]Dan Gruen, Steven L. Rohall, Suzanne O. Minassian, Bernard Kerr, Paul Moody, Bob Stachel, Martin Wattenberg, Eric Wilcox:
Lessons from the reMail prototypes. CSCW 2004: 152-161 - [c9]Kushal Dave, Martin Wattenberg, Michael J. Muller:
Flash forums and forumReader: navigating a new kind of large-scale online discussion. CSCW 2004: 232-241 - 2003
- [c8]Martin Wattenberg, David R. Millen:
Conversation thumbnails for large-scale discussions. CHI Extended Abstracts 2003: 742-743 - [c7]Martin Wattenberg, Danyel Fisher
:
A Model of Multi-Scale Perceptual Organization in Information Graphics. INFOVIS 2003: 23-30 - 2002
- [j1]Benjamin B. Bederson
, Ben Shneiderman, Martin Wattenberg:
Ordered and quantum treemaps: Making effective use of 2D space to display hierarchies. ACM Trans. Graph. 21(4): 833-854 (2002) - [c6]Martin Wattenberg:
Arc Diagrams: Visualizing Structure in Strings. INFOVIS 2002: 110-116 - 2001
- [c5]Martin Wattenberg:
Sketching a graph to query a time-series database. CHI Extended Abstracts 2001: 381-382 - [c4]Ben Shneiderman, Martin Wattenberg:
Ordered Treemap Layouts. INFOVIS 2001: 73-78
1990 – 1999
- 1999
- [c3]Ari Juels, Martin Wattenberg:
A Fuzzy Commitment Scheme. CCS 1999: 28-36 - [c2]Martin Wattenberg:
Visualizing the stock market. CHI Extended Abstracts 1999: 188-189 - 1995
- [c1]Ari Juels, Martin Wattenberg:
Stochastic Hillclimbing as a Baseline Mathod for Evaluating Genetic Algorithms. NIPS 1995: 430-436
Coauthor Index
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