---
title: "Judy Hoffman — author profile and papers · Reasoning"
description: "Judy Hoffman, Georgia Institute of Technology: 2 papers on Elamur Research (2013–2017), h-index 46 — affiliations, topics, co-authors and…"
canonical: "https://research.elamur.ai/free/en/authors/judy-hoffman/"
---
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# Judy Hoffman

Judy Hoffman has 2 papers in our library, in 2013–2017, most of them on [Reasoning](https://md.research.elamur.ai/free/en/topics/reasoning/); often with [Bharath Hariharan](https://md.research.elamur.ai/free/en/authors/bharath-hariharan/), [C. Lawrence Zitnick](https://md.research.elamur.ai/free/en/authors/c-lawrence-zitnick/), [Jeff Donahue](https://md.research.elamur.ai/free/en/authors/jeff-donahue/).

2 papers in our library · 2013–2017

[OpenAlex](https://openalex.org/A5038068459) · [ORCID](https://orcid.org/0000-0003-1971-1606) · [Wikidata](https://www.wikidata.org/wiki/Q103328754) · [**h-index 46**](https://openalex.org/authors/A5038068459) · [114 works](https://openalex.org/works?filter=author.id:A5038068459) · [19,487 citations](https://openalex.org/works?filter=author.id:A5038068459&sort=cited_by_count:desc) OpenAlex, 2026-10-14

[📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/judy-hoffman/#papers) · [🔗 Cited 754 times in our library](https://md.research.elamur.ai/free/en/authors/judy-hoffman/cited-by/) · [40 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #855](https://md.research.elamur.ai/free/en/paper-stars/page/9/#star-855)

The profile is the library's match of the name; two people with one name are not always told apart.

Elsewhere: [Google Scholar](https://scholar.google.com/citations?view_op=search_authors&mauthors=Judy+Hoffman) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Judy+Hoffman) · [dblp](https://dblp.org/search?q=Judy+Hoffman) · [ACL Anthology](https://aclanthology.org/search/?q=Judy+Hoffman)

## Affiliations

[🎓**Georgia Institute of Technology** Atlanta · United States 2019–2026 · 47 papersEmployment*current*](https://md.research.elamur.ai/free/en/universities/georgia-institute-of-technology/) · [🎓**University of California, Irvine** Irvine · United States 2025–2026 · 3 papersEmployment since 2026 · Associate Professor, Computer Science*current*](https://md.research.elamur.ai/free/en/universities/university-of-california-irvine/) · [🎓**University of California, Berkeley** Berkeley · United States 2011–2021 · 34 papersEducation until 2016](https://md.research.elamur.ai/free/en/universities/university-of-california-berkeley/) · [🔬**International Computer Science Institute** Berkeley · United States 2012–2015 · 6 papers](https://md.research.elamur.ai/free/en/labs/international-computer-science-institute/) · [🎓**Stanford University** Stanford · United States 2017–2018 · 5 papers](https://md.research.elamur.ai/free/en/universities/stanford-university/) · [🏢**Meta** Menlo Park · United States 2019 · 2 papers](https://md.research.elamur.ai/free/en/companies/meta/)

🏛️**Georgia Institute of Technology College of Computing** Atlanta · [United States](https://md.research.elamur.ai/free/en/countries/united-states/) 2019–2025Employment 2019–2025

From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 2 more institutions on single bylines are not listed.

## Fields, topics and concepts

Of its works in our library, with the number of works on each.

📚 Shelves 3 The field of science this work belongs to (OpenAlex fields).[Computer Science · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Artificial Intelligence · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Computer Vision and Pattern Recognition · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/computer-vision-and-pattern-recognition/)

🧭 Topics 1 Research subjects and languages the work is about.[Reasoning · 1 work](https://md.research.elamur.ai/free/en/topics/reasoning/)

## Works by year

### 2010s

[**2017** 1 paper](https://md.research.elamur.ai/free/en/authors/judy-hoffman/year/2017/) · [**2013** 1 paper](https://md.research.elamur.ai/free/en/authors/judy-hoffman/year/2013/)

## Papers

The most cited first (OpenAlex and our library).

1. **[DeCAF: A Deep Convolutional Activation Feature for Generic Visual Recognition](https://md.research.elamur.ai/free/en/papers/donahue-2013-decaf-deep-convolutional-activation-feature/)** *(2013 · 3,463 citations)* The paper asks whether the internal activations of a large convolutional network, trained with full supervision on ImageNet object classes, can serve as a ready-made image descriptor for different vision problems that lack enough data to train deep models.
2. **[Inferring and Executing Programs for Visual Reasoning](https://md.research.elamur.ai/free/en/papers/johnson-2017-inferring-executing-programs-visual-reasoning/)** *(2017 · 557 citations)* Visual question answering systems usually learn a direct mapping from image and question to answer. Such black-box models tend to exploit dataset biases instead of actually reasoning. The authors argue that compositional reasoning should be built into the model's structure, and they split the task into two learned…

## All works

42 works of theirs in our library, the most cited first; 2 with a page here, the others link their original until we summarise them.

1. **[Adversarial Discriminative Domain Adaptation ↗](https://doi.org/10.1109/cvpr.2017.316) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Eric Tzeng et al.*2017 · 4,938 citations*
2. [**DeCAF: A Deep Convolutional Activation Feature for Generic Visual Recognition arXiv:1310.1531**Jeff Donahue, Yangqing Jia, Oriol Vinyals, et al.*2013 · 3,463 citations*](https://md.research.elamur.ai/free/en/papers/donahue-2013-decaf-deep-convolutional-activation-feature/)
3. **[Deep Domain Confusion: Maximizing for Domain Invariance ↗](https://arxiv.org/abs/1412.3474) arXiv (Cornell University) · no summary yet**Eric Tzeng et al.*2014 · 2,210 citations*
4. **[Simultaneous Deep Transfer Across Domains and Tasks ↗](https://doi.org/10.1109/iccv.2015.463) IEEE International Conference on Computer Vision (ICCV) · no summary yet**Eric Tzeng et al.*2015 · 1,152 citations*
5. **[CyCADA: Cycle-Consistent Adversarial Domain Adaptation ↗](https://arxiv.org/abs/1711.03213) arXiv (Cornell University) · no summary yet**Judy Hoffman et al.*2017 · 680 citations*
6. **[FCNs in the Wild: Pixel-level Adversarial and Constraint-based Adaptation ↗](https://arxiv.org/abs/1612.02649) arXiv (Cornell University) · no summary yet**Judy Hoffman et al.*2016 · 627 citations*
7. **[Inferring and Executing Programs for Visual Reasoning](https://md.research.elamur.ai/free/en/papers/johnson-2017-inferring-executing-programs-visual-reasoning/) [IEEE International Conference on Computer Vision (ICCV)](https://md.research.elamur.ai/free/en/venues/ieee-international-conference-on-computer-vision-iccv/)**Justin Johnson, Bharath Hariharan, Laurens van der Maaten, et al.*2017 · 557 citations*
8. **[Cross Modal Distillation for Supervision Transfer ↗](https://doi.org/10.1109/cvpr.2016.309) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Saurabh Gupta, Judy Hoffman, Jitendra Malik*2016 · 534 citations*
9. **[Simultaneous Deep Transfer Across Domains and Tasks ↗](https://doi.org/10.1007/978-3-319-58347-1_9) Advances in computer vision and pattern recognition · no summary yet**Judy Hoffman et al.*2017 · 254 citations*
10. **[Learning with Side Information through Modality Hallucination ↗](https://doi.org/10.1109/cvpr.2016.96) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Judy Hoffman, Saurabh Gupta, Trevor Jackson Darrell*2016 · 216 citations*
11. **[Clockwork Convnets for Video Semantic Segmentation ↗](https://doi.org/10.1007/978-3-319-49409-8_69) Lecture notes in computer science · no summary yet**Evan Shelhamer et al.*2016 · 204 citations*
12. **[Semi-supervised Domain Adaptation with Instance Constraints ↗](https://doi.org/10.1109/cvpr.2013.92) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Jeff Donahue et al.*2013 · 190 citations*
13. **[LSDA: Large Scale Detection Through Adaptation ↗](https://arxiv.org/abs/1407.5035) arXiv (Cornell University) · no summary yet**Judy Hoffman et al.*2014 · 185 citations*
14. **[Discovering Latent Domains for Multisource Domain Adaptation ↗](https://doi.org/10.1007/978-3-642-33709-3_50) Lecture notes in computer science · no summary yet**Judy Hoffman et al.*2012 · 174 citations*
15. **[Efficient Learning of Domain-invariant Image Representations ↗](https://arxiv.org/abs/1301.3224) arXiv (Cornell University) · no summary yet**Judy Hoffman et al.*2013 · 153 citations*
16. **[Continuous Manifold Based Adaptation for Evolving Visual Domains ↗](https://doi.org/10.1109/cvpr.2014.116) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Judy Hoffman, Trevor Jackson Darrell, Kate Saenko*2014 · 135 citations*
17. **[Adapting Deep Visuomotor Representations with Weak Pairwise Constraints ↗](https://doi.org/10.1007/978-3-030-43089-4_44) Springer proceedings in advanced robotics · no summary yet**Eric Tzeng et al.*2015 · 124 citations*
18. **[Best Practices for Fine-Tuning Visual Classifiers to New Domains ↗](https://doi.org/10.1007/978-3-319-49409-8_34) Lecture notes in computer science · no summary yet**Brian Chu et al.*2016 · 123 citations*
19. **[Cross-modal adaptation for RGB-D detection ↗](https://doi.org/10.1109/icra.2016.7487708) Proceedings - IEEE International Conference on Robotics and Automation/Proceedings · no summary yet**Judy Hoffman et al.*2016 · 82 citations*
20. **[Detector discovery in the wild: Joint multiple instance and representation learning ↗](https://doi.org/10.1109/cvpr.2015.7298906) IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yet**Judy Hoffman et al.*2015 · 78 citations*
21. **[One-Shot Adaptation of Supervised Deep Convolutional Models ↗](https://arxiv.org/abs/1312.6204) arXiv (Cornell University) · no summary yet**Judy Hoffman et al.*2013 · 67 citations*
22. **[SplitNet: Sim2Sim and Task2Task Transfer for Embodied Visual Navigation ↗](https://doi.org/10.1109/iccv.2019.00111) IEEE/CVF International Conference on Computer Vision (ICCV) · no summary yet**Daniel Gordon et al.*2019 · 63 citations*
23. **[Adapting to Continuously Shifting Domains ↗](https://openalex.org/W2912410476) International Conference on Learning Representations · no summary yet**Andreea Bobu et al.*2018 · 46 citations*
24. **[Integrating Egocentric Localization for More Realistic Point-Goal Navigation Agents ↗](https://arxiv.org/abs/2009.03231) arXiv (Cornell University) · no summary yet**Samyak Datta et al.*2020 · 21 citations*
25. **[Spatial Semantic Regularisation for Large Scale Object Detection ↗](https://doi.org/10.1109/iccv.2015.232) IEEE International Conference on Computer Vision (ICCV) · no summary yet**Damian Mrowca et al.*2015 · 19 citations*

[See all 42 works by Judy Hoffman →](https://md.research.elamur.ai/free/en/authors/judy-hoffman/works/)

## Co-authors here

11 co-authors with a page, the most papers together first.

- [Bharath Hariharan](https://md.research.elamur.ai/free/en/authors/bharath-hariharan/)
- [C. Lawrence Zitnick](https://md.research.elamur.ai/free/en/authors/c-lawrence-zitnick/)
- [Jeff Donahue](https://md.research.elamur.ai/free/en/authors/jeff-donahue/)
- [Justin M. Johnson](https://md.research.elamur.ai/free/en/authors/justin-m-johnson/)
- [Laurens van der Maaten](https://md.research.elamur.ai/free/en/authors/laurens-van-der-maaten/)
- [Li Fei-Fei](https://md.research.elamur.ai/free/en/authors/li-fei-fei/)
- [Ning Zhang](https://md.research.elamur.ai/free/en/authors/ning-zhang/)
- [Oriol Vinyals](https://md.research.elamur.ai/free/en/authors/oriol-vinyals/)
- [Ross Girshick](https://md.research.elamur.ai/free/en/authors/ross-girshick/)
- [Trevor Jackson Darrell](https://md.research.elamur.ai/free/en/authors/trevor-jackson-darrell/)
- [Yangqing Jia](https://md.research.elamur.ai/free/en/authors/yangqing-jia/)

## Venues

Where their works here were published, the most works first, with the editions of those that have a page.

- IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings ×6
- Lecture notes in computer science ×4
- [IEEE International Conference on Computer Vision (ICCV)](https://md.research.elamur.ai/free/en/venues/ieee-international-conference-on-computer-vision-iccv/) ×3: [ICCV 2017](https://md.research.elamur.ai/free/en/venues/ieee-international-conference-on-computer-vision-iccv/2017/)
- IEEE/CVF International Conference on Computer Vision (ICCV) ×3
- International Conference on Learning Representations ×2
- Proceedings - IEEE International Conference on Robotics and Automation/Proceedings ×2
- Advances in computer vision and pattern recognition
- Springer proceedings in advanced robotics
- neural information processing systems

## Cited by

Papers of our library cite their works 754 times (of the 149,439 papers whose bibliographies we read); [52 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/judy-hoffman/cited-by/).

Updated 2 November 2026