Fred Hohman
Fred Hohman
Research Scientist, Apple
Verified email at apple.com - Homepage
Title
Cited by
Cited by
Year
Visual Analytics in Deep Learning: An Interrogative Survey for the Next Frontiers
F Hohman, M Kahng, R Pienta, DH Chau
IEEE Transactions on Visualization and Computer Graphics (TVCG), 2018
2922018
Keeping the Bad Guys Out: Protecting and Vaccinating Deep Learning with JPEG Compression
N Das, M Shanbhogue, ST Chen, F Hohman, L Chen, ME Kounavis, ...
arXiv preprint arXiv:1705.02900, 2017
1572017
Shield: Fast, Practical Defense and Vaccination for Deep Learning using JPEG Compression
N Das, M Shanbhogue, ST Chen, F Hohman, S Li, L Chen, ME Kounavis, ...
Proceedings of the 24th ACM SIGKDD International Conference on Knowledge …, 2018
1042018
Gamut: A Design Probe to Understand How Data Scientists Understand Machine Learning Models
F Hohman, A Head, R Caruana, R DeLine, SM Drucker
Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems, 2019
922019
Summit: Scaling Deep Learning Interpretability by Visualizing Activation and Attribution Summarizations
F Hohman, H Park, C Robinson, DH Chau
IEEE Transactions on Visualization and Computer Graphics (TVCG) 26 (1), 1096 …, 2019
632019
A Deep Learning Approach for Population Estimation from Satellite Imagery
C Robinson, F Hohman, B Dilkina
Proceedings of the 1st ACM SIGSPATIAL Workshop on Geospatial Humanities, 47--54, 2017
462017
FairVis: Visual Analytics for Discovering Intersectional Bias in Machine Learning
ÁA Cabrera, W Epperson, F Hohman, M Kahng, J Morgenstern, DH Chau
IEEE Conference on Visual Analytics Science and Technology (VAST), 2019
362019
VIGOR: Interactive Visual Exploration of Graph Query Results
R Pienta, F Hohman, A Endert, A Tamersoy, K Roundy, C Gates, ...
IEEE Transactions on Visualization and Computer Graphics (TVCG) 24 (1), 215-225, 2018
362018
Managing Messes in Computational Notebooks
A Head, F Hohman, T Barik, SM Drucker, R DeLine
Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems, 2019
332019
ShapeShop: Towards Understanding Deep Learning Representations via Interactive Experimentation
F Hohman, N Hodas, DH Chau
Proceedings of the 2017 CHI Conference Extended Abstracts on Human Factors …, 2017
222017
CNN Explainer: Learning Convolutional Neural Networks with Interactive Visualization
ZJ Wang, R Turko, O Shaikh, H Park, N Das, F Hohman, M Kahng, ...
IEEE Transactions on Visualization and Computer Graphics, 2020
212020
Understanding and Visualizing Data Iteration in Machine Learning
F Hohman, K Wongsuphasawat, MB Kery, K Patel
Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems …, 2020
202020
Visual Graph Query Construction and Refinement
R Pienta, F Hohman, A Tamersoy, A Endert, S Navathe, H Tong, DH Chau
Proceedings of the 2017 ACM International Conference on Management of Data …, 2017
202017
CNN 101: Interactive Visual Learning for Convolutional Neural Networks
ZJ Wang, R Turko, O Shaikh, H Park, N Das, F Hohman, M Kahng, ...
Extended Abstracts of the 2020 CHI Conference on Human Factors in Computing …, 2020
82020
TeleGam: Combining Visualization and Verbalization for Interpretable Machine Learning
F Hohman, A Srinivasan, SM Drucker
IEEE Conference on Visualization (VIS), 2019
82019
Interactive Classification for Deep Learning Interpretation
Á Cabrera, F Hohman, J Lin, DH Chau
Demo, Conference on Computer Vision and Pattern Recognition (CVPR), 2018
82018
Scalable K-Core Decomposition for Static Graphs Using a Dynamic Graph Data Structure
A Tripathy, F Hohman, DH Chau, O Green
IEEE International Conference on Big Data, 2018
62018
mage: Fluid Moves Between Code and Graphical Work in Computational Notebooks
MB Kery, D Ren, F Hohman, D Moritz, K Wongsuphasawat, K Patel
Proceedings of the 33rd Annual ACM Symposium on User Interface Software and …, 2020
52020
Communicating with Interactive Articles
F Hohman, M Conlen, J Heer, DHP Chau
Distill 5 (9), e28, 2020
52020
Compression to the Rescue: Defending from Adversarial Attacks Across Modalities
N Das, M Shanbhogue, ST Chen, F Hohman, S Li, L Chen, ME Kounavis, ...
ACM KDD Project Showcase, 2018
52018
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