--- title: Blog | Sony AI | AI Ethics description: AI Ethics | Read about our latest research, activities, and culture on our official Sony AI blog. --- # **Sony AI Blog** Browse by topic All topics AI Ethics Alice Xiang Alisa Devlic Andreanne Lemay Apostolos Modas Chen Chen Chieh-Hsin Lai Craig Sherstan Donghyeon Park* Dongjun Kim* Dora Zhao* Dustin Morrill Erica Kato Marcus Events Florian Fuchs Frederick Gifford Game AI Game AI Gaming Gaming Gastronomy GT Sophy Guillem I Torrente Hiroaki Kitano Imaging & Sensing James MacGlashan Jerone Andrews Jerone T. A. Andrews Julienne LaChance Kana Maruyama Kaushik Subramanian Kazuki Shimada Kenta Kawamoto Life at Sony AI Lingjuan Lyu Lison Abecassis Machine Learning Masaaki Imaizumi* Michael Spranger Miguel Vasco* Mireille El Gheche Naoki Murata Nidham Gazagnadou Orestis Papakyriakopoulos* Patrick MacAlpine Pete Wurman Peter R. Wurman Peter Stone Piyush Khandelwal PPML Raphaela Kreiser Roberto Capobianco Robotics Samuel Barrett Scientific Discovery Shruti Nagpal Sony AI Stefano Ermon* Takashi Shibuya Takuma Seno Tarek Besold Thomas van de Wiel Thomas Walsh Toshimitsu Uesaka Uchenna Akujuobi Varun Kompella Victoria Matthews Vivek Sharma Weiming Zhuang William Thong Xin Dong Yuhta Takida Yuki Mitsufuji Yunshu Du Browse by date All dates 2021 2022 2023 2024 2025 2026 ![](https://ai.sony/hs-fs/hubfs/Imported_Blog_Media/FHIBE_Launch_Meet%20the%20Team_Blog%20Header_Mobile%20%26%20Thumbnail_1080x1080_Final-thumb-600x600-1164-1.jpg?width=800&length=800&name=FHIBE_Launch_Meet%20the%20Team_Blog%20Header_Mobile%20&%20Thumbnail_1080x1080_Final-thumb-600x600-1164-1.jpg) Sony AI ## [The FHIBE Team: Data, Dignity, and the People Who Made It Possible](https://ai.sony/blog/the-fhibe-team-data-dignity-and-the-people-who-made-it-possible) AI runs on data, but too often, that data has been scraped without consent, assembled without care, and used without accountability. The consequences... Read More ![](https://ai.sony/hs-fs/hubfs/Imported_Blog_Media/FHIBE_Launch_Introducing%20FHIBE_Blog%20Header_Mobile%20%26%20Thumbnail_1080x1080-thumb-600x600-1082-2.jpg?width=800&length=800&name=FHIBE_Launch_Introducing%20FHIBE_Blog%20Header_Mobile%20&%20Thumbnail_1080x1080-thumb-600x600-1082-2.jpg) AI Ethics ## [Introducing FHIBE: A Consent-Driven Benchmark for AI Fairness Evaluation](https://ai.sony/blog/introducing-fhibe-a-consent-driven-benchmark-for-ai-fairness-evaluation) Why Fairness Needs a Better Approach Building AI that works fairly across people, places, and contexts globally requires data that represents real... Read More ![](https://ai.sony/hs-fs/hubfs/Imported_Blog_Media/FHIBE_Pre-Launch_Ethical%20AI_Blog%20Header_Mobile%20%26%20Thumbnail_1080x1080-v2-thumb-600x600-1094-1.jpg?width=800&length=800&name=FHIBE_Pre-Launch_Ethical%20AI_Blog%20Header_Mobile%20&%20Thumbnail_1080x1080-v2-thumb-600x600-1094-1.jpg) AI Ethics ## [What If Fairness Started at the Dataset Level?](https://ai.sony/blog/what-if-fairness-started-at-the-dataset-level) At Sony AI, we believe ethical AI starts with the inputs. And that means reexamining how datasets are collected and shared. Our research has... Read More ![](https://ai.sony/hs-fs/hubfs/Imported_Blog_Media/SonyAI_EthicsRoundUp_BlogHeader_1080x1080_v2A-thumb-600x600-849-1.png?width=800&length=800&name=SonyAI_EthicsRoundUp_BlogHeader_1080x1080_v2A-thumb-600x600-849-1.png) AI Ethics ## [Sony AI Ethics Flagship: Reflecting on Our Progress and Purpose](https://ai.sony/blog/sony-ai-ethics-flagship-reflecting-on-our-progress-and-purpose) Since Sony AI’s inception, ethics has been at the heart of everything we do. The establishment of our AI Ethics Research Flagship at the beginning of... Read More ![](https://ai.sony/hs-fs/hubfs/Imported_Blog_Media/SonyAI_NeurIPS2024-AIEthics_BlogHeader_1080x1080-thumb-600x600-818-2.png?width=800&length=800&name=SonyAI_NeurIPS2024-AIEthics_BlogHeader_1080x1080-thumb-600x600-818-2.png) AI Ethics ## [Exploring the Challenges of Fair Dataset Curation: Insights from NeurIPS 2024](https://ai.sony/blog/exploring-the-challenges-of-fair-dataset-curation-insights-from-neurips-2024) Sony AI’s paper accepted at NeurIPS 2024, "A Taxonomy of Challenges to Curating Fair Datasets," highlights the pivotal steps toward achieving... Read More ![](https://ai.sony/hs-fs/hubfs/Imported_Blog_Media/SonyAI_ECCV2024-AIEthics_Social_V4_Thumbnail_1080x1080-thumb-600x600-797-2.png?width=800&length=800&name=SonyAI_ECCV2024-AIEthics_Social_V4_Thumbnail_1080x1080-thumb-600x600-797-2.png) AI Ethics ## [Mitigating Bias in AI Models: A New Approach with TAB](https://ai.sony/blog/mitigating-bias-in-ai-models-a-new-approach-with-tab) Artificial intelligence models, especially deep neural networks (DNNs), have proven to be powerful tools in tasks like image recognition and natural... Read More ![](https://ai.sony/hs-fs/hubfs/Imported_Blog_Media/SonyAI_ICMLBestPaper_Blog_1080x1080_v3-thumb-600x600-755-1.png?width=800&length=800&name=SonyAI_ICMLBestPaper_Blog_1080x1080_v3-thumb-600x600-755-1.png) AI Ethics ## [Ushering in Needed Change in the Pursuit of More Diverse Datasets](https://ai.sony/blog/ushering-in-needed-change-in-the-pursuit-of-more-diverse-datasets) Sony AI, Research Scientist, Jerone Andrews’ paper, "Measure Dataset Diversity, Don't Just Claim It", has won a Best Paper Award at ICML 2024. This... Read More ![](https://ai.sony/hs-fs/hubfs/Imported_Blog_Media/Blog%20Post%20Header-thumb-600x600-619-2.jpg?width=800&length=800&name=Blog%20Post%20Header-thumb-600x600-619-2.jpg) AI Ethics ## [When Privacy and Fairness Collide: Reconciling the Tensions Between Privacy and Representation in the Age of AI](https://ai.sony/blog/when-privacy-and-fairness-collide-reconciling-the-tensions-between-privacy-and-representation-in-the-age-of-ai) Invisibility is sometimes thought of as a superpower. People often equate online privacy with selective invisibility, which sounds desirable because... Read More ![](https://ai.sony/hs-fs/hubfs/Imported_Blog_Media/blog-037-image01-thumb-600x600-504-1.png?width=800&length=800&name=blog-037-image01-thumb-600x600-504-1.png) AI Ethics ## [Beyond Skin Tone: A Multidimensional Measure of Apparent Skin Color](https://ai.sony/blog/beyond-skin-tone-a-multidimensional-measure-of-apparent-skin-color) Advancing Fairness in Computer Vision: A Multi-Dimensional Approach to Skin Color Analysis Read More ## Join Us on the Cutting Edge of AI Innovation [Join Us ](https://ai.sony/join-us)