Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation | Paper Citation Record

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation AI-generated faces influence gender stereotypes and racial homogenization

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This paper cites [Blais et al.(2008)] Caroline Blais, Rachael E Jack, Christoph Scheepers, Daniel Fiset, and Roberto Caldara.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Blais et al.(2008)] Caroline Blais, Rachael E Jack, Christoph Scheepers, Daniel Fiset, and Roberto Caldara

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This paper cites [Chen et al.(2024)] Tianwei Chen, Yusuke Hirota, Mayu Otani, Noa Garcia, and Yuta Nakashima.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Chen et al.(2024)] Tianwei Chen, Yusuke Hirota, Mayu Otani, Noa Garcia, and Yuta Nakashima

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This paper cites InProceedings of the IEEE/CVF conference on computer vision and pattern recognition.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation InProceedings of the IEEE/CVF conference on computer vision and pattern recognition

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This paper cites When Algorithms Play Favorites: Lookism in the Generation and Perception of Faces.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation When Algorithms Play Favorites: Lookism in the Generation and Perception of Faces

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation InIEEE TPAMI

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation Lookism: The overlooked bias in computer vision

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This paper cites [Hess et al.(2000)] Ursula Hess, Pascal Thibault, and Reginald B.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Hess et al.(2000)] Ursula Hess, Pascal Thibault, and Reginald B

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This paper cites [Huber et al.(2023)] Lisa Huber, Philipp R ¨osch, et al.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Huber et al.(2023)] Lisa Huber, Philipp R ¨osch, et al

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This paper cites InProceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation InProceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision

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This paper cites InProceedings F ourth IEEE International Conference on Automatic Face and Gesture Recog- nition.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation InProceedings F ourth IEEE International Conference on Automatic Face and Gesture Recog- nition

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This paper cites InProceedings of the 2021 acm conference on fairness, accountability, and trans- parency.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation InProceedings of the 2021 acm conference on fairness, accountability, and trans- parency

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Labs(2024)] Black Forest Labs

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation Unresolved cited work

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This paper cites FLUX.1 Kontext: Flow Matching for In-Context Image Generation and Editing in Latent Space.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation FLUX.1 Kontext: Flow Matching for In-Context Image Generation and Editing in Latent Space

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation InProceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation InProceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)

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This paper cites Hunyuan-DiT: A Powerful Multi-Resolution Diffusion Transformer with Fine-Grained Chinese Understanding.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation Hunyuan-DiT: A Powerful Multi-Resolution Diffusion Transformer with Fine-Grained Chinese Understanding

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This paper cites [Luccioni et al.(2023)] Sasha Luccioni, Christopher Akiki, Margaret Mitchell, and Yacine Jernite.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Luccioni et al.(2023)] Sasha Luccioni, Christopher Akiki, Margaret Mitchell, and Yacine Jernite

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Luo et al.(2024)] Yan Luo, Min Shi, Muhammad Osama Khan, Muhammad Muneeb Afzal, Hao Huang, Shuaihang Yuan, Yu Tian, Luo Song, Ava Kouhana, Tobias Elze, et al

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This paper cites InProceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation InProceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Majumder(2010)] Partha P Majumder

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Matsumoto(1990)] David Matsumoto

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation Surveys54, 6 (2021), 1–35

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation Generating Fearful Images: Investigating Potential Emotional Biases in Image-Generation Models

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Mueser et al.(1984)] Kim T

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation Surveys57, 6 (2025), 1–40

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation But whose bias are they reflecting?AI & SOCIETY38, 2 (2023), 975–982

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation InProceedings of the 2020 Conference on Fairness, Accountability, and Transparency

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Riccio et al.(2024)] Piera Riccio, Julien Colin, Shirley Ogolla, and Nuria Oliver

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Ronneberger et al.(2015)] Olaf Ronneberger, Philipp Fischer, and Thomas Brox

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation InInternational Conference on Medical Image Computing and Computer-Assisted Intervention

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Shankar et al.(2017)] Shreya Shankar, Yoni Halpern, Eric Breck, James Atwood, and D

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation No Classification without Representation: Assessing Geodiversity Issues in Open Data Sets for the Developing World

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation arXiv:2511.10089 [cs.LG] https://arxiv.org/abs/2511.10089 [Tang et al.(2023)] Zeyu Tang, Jiji Zhang, and Kun Zhang

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation Surveys55, 13s (2023), 1–37

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation Technical Report, Kuaishou Kolors Team.https://github.com/Kwai-Kolors/Kolors/ blob/master/imgs/Kolors_paper.pdf

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Vaswani et al.(2017)] Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Lukasz Kaiser, and Illia Polosukhin

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation InAdvances in Neural Information Processing Systems

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Wan et al.(2025)] Team Wan, Ang Wang, Baole Ai, Bin Wen, Chaojie Mao, Chen-Wei Xie, Di Chen, Feiwu Yu, Haiming Zhao, Jianxiao Yang, et al

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation Wan: Open and Advanced Large-Scale Video Generative Models

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation InProceedings of the IEEE/CVF international conference on computer vision

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation In Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation SANA 1.5: Efficient Scaling of Training-Time and Inference-Time Compute in Linear Diffusion Transformer

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Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation a photorealistic portrait of a young Asian female

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This paper cites Importantly, such confusions are almost exclu- sively restricted to neighboring age ranges, and we do not observe systematic misclassifications across distant age groups.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation Importantly, such confusions are almost exclu- sively restricted to neighboring age ranges, and we do not observe systematic misclassifications across distant age groups

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Observation f855c3d8-faf5-4e25-8f73-8a622398e686 · outbound

This paper cites an unresolved cited work.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation Unresolved cited work

Reference 1977

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:20.653886Z

Source-reported events for the cited work

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Observation 4bc21dc1-d51d-4df4-8127-8f2526a047ee · outbound

This paper cites 16 Happy Young Women, Grumpy Old Men?WEI ET AL.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation 16 Happy Young Women, Grumpy Old Men?WEI ET AL

Reference 1980

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:21.298601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f9eb416-4af2-4d2f-bc80-66bf343b50a1 · outbound

This paper cites [Nisbett and Wilson(1977)] Richard E.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Nisbett and Wilson(1977)] Richard E

Reference 1984

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:20.580627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef353d2d-f181-4129-a250-2141a7daa587 · outbound

This paper cites [Mehrabi et al.(2021)] Ninareh Mehrabi, Fred Morstatter, Nripsuta Saxena, Kristina Lerman, and Aram Galstyan.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Mehrabi et al.(2021)] Ninareh Mehrabi, Fred Morstatter, Nripsuta Saxena, Kristina Lerman, and Aram Galstyan

Reference 1990

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:20.204851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7e693bc-1160-434f-a394-3a5e071a0fd6 · outbound

This paper cites [Crenshaw(2013)] Kimberl ´e Crenshaw.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Crenshaw(2013)] Kimberl ´e Crenshaw

Reference 1991

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:17.008723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80c798ad-c499-4fa9-995d-b760caf11919 · outbound

This paper cites [Ekman(1993)] Paul Ekman.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Ekman(1993)] Paul Ekman

Reference 1992

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:17.357550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c9e9be6-b7ef-4af6-ae91-a44878fc1bd0 · outbound

This paper cites [Fu et al.(2016)] Yanwei Fu, Timothy M.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Fu et al.(2016)] Yanwei Fu, Timothy M

Reference 1993

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:17.450807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c370b4c-12c4-4f90-a880-4ecf24449286 · outbound

This paper cites [Howard et al.(2025)] Phillip Howard, Kathleen C Fraser, Anahita Bhiwandiwalla, and Svetlana Kiritchenko.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Howard et al.(2025)] Phillip Howard, Kathleen C Fraser, Anahita Bhiwandiwalla, and Svetlana Kiritchenko

Reference 2000

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:17.899122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89e8facd-d9a1-4161-956a-99debb000818 · outbound

This paper cites [Agustsson et al.(2017)] Eirikur Agustsson, Radu Timofte, Sergio Escalera, Xavier Baro, Isabelle Guyon, and Rasmus Rothe.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Agustsson et al.(2017)] Eirikur Agustsson, Radu Timofte, Sergio Escalera, Xavier Baro, Isabelle Guyon, and Rasmus Rothe

Reference 2002

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:16.177185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6210b56e-6e29-4bd3-abc6-ea7d7964ae49 · outbound

This paper cites Qwen-Image Technical Report.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation Qwen-Image Technical Report

Reference 2006

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:22.344875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bcf7ae8-02de-4fde-896c-8f5ab4e1203a · outbound

This paper cites [Buolamwini and Gebru(2018)] Joy Buolamwini and Timnit Gebru.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Buolamwini and Gebru(2018)] Joy Buolamwini and Timnit Gebru

Reference 2008

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:16.756312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bb1f501-32ac-48fc-8407-c3b593de057c · outbound

This paper cites [Ekman(1992)] Paul Ekman.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Ekman(1992)] Paul Ekman

Reference 2010

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:17.263394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 478fc96d-3784-44b7-a0bc-f9a86f5dee86 · outbound

This paper cites [Mollahosseini et al.(2017)] Ali Mollahosseini, Behzad Hasani, and Mohammad H.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Mollahosseini et al.(2017)] Ali Mollahosseini, Behzad Hasani, and Mohammad H

Reference 2011

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:20.424254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 768a7f95-6c01-499a-bec7-4529b6b8504c · outbound

This paper cites InFeminist legal theories.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation InFeminist legal theories

Reference 2013

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:17.075241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4989aff1-e8b9-4afd-90f6-c18889d384c3 · outbound

This paper cites InProceedings of the International Conference on Computer Vision (ICCV).

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation InProceedings of the International Conference on Computer Vision (ICCV)

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:19.600900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 817f1bad-b06f-4e8d-af71-bba6f2073dbc · outbound

This paper cites InProceedings of the ACM International Conference on Multimodal Interaction.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation InProceedings of the ACM International Conference on Multimodal Interaction

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:16.643884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cf76e5f-eb76-43cd-8e42-a09645993f18 · outbound

This paper cites In2017 12th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2017).

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation In2017 12th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2017)

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:16.245790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3525d7a6-6988-448f-8463-611acfc61d6c · outbound

This paper cites InConference on fairness, accountability and transparency.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation InConference on fairness, accountability and transparency

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:16.814173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41610e40-a7c4-41c4-ba2c-1f2779f6c3f6 · outbound

This paper cites InProceedings of the 2019 AAAI/ACM Conference on AI, Ethics, and Society.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation InProceedings of the 2019 AAAI/ACM Conference on AI, Ethics, and Society

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:20.905642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45eb59b5-db29-49de-9f19-b0a638d8792e · outbound

This paper cites InProceedings of the 2020 conference on fairness, accountability, and transparency.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation InProceedings of the 2020 conference on fairness, accountability, and transparency

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:17.703156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8e0a15d-11a5-4a5b-9a4c-998ba915a74e · outbound

This paper cites InProceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation InProceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:18.493569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d118e33c-dd59-4e66-9522-0c027d22df28 · outbound

This paper cites [Huber et al.(2024)] Marco Huber, Anh Thi Luu, Fadi Boutros, Arjan Kuijper, and Naser Damer.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Huber et al.(2024)] Marco Huber, Anh Thi Luu, Fadi Boutros, Arjan Kuijper, and Naser Damer

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:18.180666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f2a5a92-b95d-43dc-b5e0-7751fa0904d7 · outbound

This paper cites Online blog / model release announcement.https: //stability.ai/news/introducing-stable-diffusion-3-5.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation Online blog / model release announcement.https: //stability.ai/news/introducing-stable-diffusion-3-5

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:16.322821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fb81fab-dcb6-4b2f-92c5-696ddf226ec7 · outbound

This paper cites [Bagnis et al.(2024)] Arianna Bagnis, Valentina Colonnello, Paolo Maria Russo, and Katia Mattarozzi.

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation [Bagnis et al.(2024)] Arianna Bagnis, Valentina Colonnello, Paolo Maria Russo, and Katia Mattarozzi

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-03T09:52:16.442290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

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Outbound references

Pith citing papers