Dora Zhao (@dorazhao9) / X

Dora Zhao

155 posts

Dora Zhao

@dorazhao9

CS PhD @Stanford | 2025 @PDSoros Fellow. Previously @SonyAI_global and @PrincetonCS @VisualAILab. (she/her)

Stanford, CA

Joined February 2018

Pinned
Dora Zhao
@dorazhao9
Jul 12, 2024
New #ICML2024 position paper Many ML datasets report to hold properties such as “diversity” but often fail to properly define or validate these claims We propose drawing from measurement theory in the social sciences as a framework for diverse dataset collection.
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Dora Zhao
@dorazhao9
Jul 23, 2024
excited that we won Best Paper at #ICML2024! come check out my talk tomorrow morning in the Data and Society session 😄
Dora Zhao
@dorazhao9
Jul 12, 2024
New #ICML2024 position paper Many ML datasets report to hold properties such as “diversity” but often fail to properly define or validate these claims We propose drawing from measurement theory in the social sciences as a framework for diverse dataset collection.
31K
Dora Zhao
@dorazhao9
Sep 19, 2023
What visual cues are correlated with gender in image datasets? Basically everything! In our #ICCV2023 work, we explore where gender artifacts arise in visual datasets, using COCO and OpenImages as a case study.
13K
Dora Zhao
@dorazhao9
Sep 26, 2024
Excited to be presenting this work as an oral at #NeurIPS Datasets and Benchmarks in Vancouver!! ✌️ arxiv.org/abs/2406.06407
Dora Zhao
@dorazhao9
Jun 11, 2024
There’s been a significant push to curate fairer and more responsible ML datasets, but what are the practical aspects of this process? 🤔 In our new study, we interviewed 30 ML dataset curators who have collected fair vision, language, or multi-modal datasets. 🧵
GIF
11K
Dora Zhao
@dorazhao9
Jun 11, 2024
There’s been a significant push to curate fairer and more responsible ML datasets, but what are the practical aspects of this process? 🤔 In our new study, we interviewed 30 ML dataset curators who have collected fair vision, language, or multi-modal datasets. 🧵
GIF
15K
Dora Zhao
@dorazhao9
Oct 12, 2023
Do you work with NLP or CV datasets? Are you actively and directly involved in collecting or maintaining fair datasets? If you answered "yes" and you’re interested in doing a paid ($75) 45-60 min interview, please fill out forms.gle/vk9REbvYyxhewJ…
7.3K
Dora Zhao
@dorazhao9
Aug 5, 2022
Excited that our work on teenager perceptions and configurations of privacy on Instagram will appear at #CSCW2022! arXiv preprint: arxiv.org/abs/2208.02796 Short thread 🧵:
arxiv.org
Understanding Teenage Perceptions and Configurations of Privacy on...
As teenage use of social media platform continues to proliferate, so do concerns about teenage privacy and safety online. Prior work has established that privacy on networked publics, such as...
Dora Zhao
@dorazhao9
Jul 22, 2023
Excited to be sharing our paper "Men Also Do Laundry: Multi-Attribute Bias Amplification" that I worked on with Jerone Andrews and @alicexiang at #ICML2023. arXiv link:
Sony AI
@SonyAI_global
Jul 21, 2023
The Sony AI team has several papers accepted at this year's @icmlconf. Find our latest work, as well as information on recruitment sessions, here: ow.ly/kelG50PivCI #ICML2023
arxiv.org
Men Also Do Laundry: Multi-Attribute Bias Amplification
As computer vision systems become more widely deployed, there is increasing concern from both the research community and the public that these systems are not only reproducing but amplifying...
2.3K
Dora Zhao
@dorazhao9
Jul 12, 2024
Replying to @dorazhao9
This work was done in collaboration with Jerone Andrews, @SciOrestis, @alicexiang . I will be in Vienna presenting this paper and hope to chat with anyone interested questions around data collection + sociotechnical systems. 📜: arxiv.org/abs/2407.08188
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Dora Zhao
@dorazhao9
Jun 11, 2024
Replying to @dorazhao9
This work is a culmination of an awesome team effort from @morganklauss, @Pooja_Chitre, Jerone Andrews, @geodotzip, @walkeroh, @khpine, and @alicexiang! Check out the full preprint here: arxiv.org/abs/2406.06407
363
Dora Zhao
@dorazhao9
Jun 24, 2022
Replying to @dorazhao9
@nicole__meister and I presented our poster on "Gender Artifacts in Visual Datasets" @WiCVworkshop. The paper is available on arXiv (arxiv.org/abs/2206.09191).
Dora Zhao
@dorazhao9
Jun 24, 2022
🧵rounding up all of the exciting things from #CVPR22 this past week
Dora Zhao
@dorazhao9
Jun 11, 2024
Replying to @dorazhao9
We developed a taxonomy of pervasive challenges throughout the dataset lifecycle and the broader landscape of fair ML dataset creation.
226
Dora Zhao
@dorazhao9
Jun 11, 2024
Replying to @dorazhao9
We identified 5 levels in the broader fairness landscape impacting dataset curation. One persistent challenge is the undervaluation of fair dataset work, which affects participants’ ability to collect and maintain datasets.
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