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Back to Ethics, Equity, Inclusion

All Work Published on Ethics, Equity, Inclusion

AI Leaders Discuss How To Foster Responsible Innovation At TIME100 Roundtable In Davos
TIME
Jan 21, 2026
Media Mention

HAI Senior Fellow Yejin Choi discussed responsible AI model training at Davos, asking, “What if there could be an alternative form of intelligence that really learns … morals, human values from the get-go, as opposed to just training LLMs on the entirety of the internet, which actually includes the worst part of humanity, and then we then try to patch things up by doing ‘alignment’?” 

AI Leaders Discuss How To Foster Responsible Innovation At TIME100 Roundtable In Davos

TIME
Jan 21, 2026

HAI Senior Fellow Yejin Choi discussed responsible AI model training at Davos, asking, “What if there could be an alternative form of intelligence that really learns … morals, human values from the get-go, as opposed to just training LLMs on the entirety of the internet, which actually includes the worst part of humanity, and then we then try to patch things up by doing ‘alignment’?” 

Ethics, Equity, Inclusion
Generative AI
Machine Learning
Natural Language Processing
Media Mention
Demographic Stereotypes in Text-to-Image Generation
Federico Bianchi, Pratyusha Kalluri, Esin Durmus, Faisal Ladhak, Myra Cheng, Debora Nozza, Tatsunori Hashimoto, Dan Jurafsky, James Zou, Aylin Caliskan
Quick ReadNov 30, 2023
Policy Brief

This brief tests a variety of ordinary text prompts to examine how major text-to-image AI models encode a wide range of dangerous biases about demographic groups.

Demographic Stereotypes in Text-to-Image Generation

Federico Bianchi, Pratyusha Kalluri, Esin Durmus, Faisal Ladhak, Myra Cheng, Debora Nozza, Tatsunori Hashimoto, Dan Jurafsky, James Zou, Aylin Caliskan
Quick ReadNov 30, 2023

This brief tests a variety of ordinary text prompts to examine how major text-to-image AI models encode a wide range of dangerous biases about demographic groups.

Generative AI
Foundation Models
Ethics, Equity, Inclusion
Policy Brief
Stanford’s Yejin Choi & Axios’ Ina Fried
Axios
Jan 19, 2026
Media Mention

Axios chief technology correspondent Ina Fried speaks to HAI Senior Fellow Yejin Choi at Axios House in Davos during the World Economic Forum.

Stanford’s Yejin Choi & Axios’ Ina Fried

Axios
Jan 19, 2026

Axios chief technology correspondent Ina Fried speaks to HAI Senior Fellow Yejin Choi at Axios House in Davos during the World Economic Forum.

Energy, Environment
Machine Learning
Generative AI
Ethics, Equity, Inclusion
Media Mention
Whose Opinions Do Language Models Reflect?
Shibani Santurkar, Esin Durmus, Faisal Ladhak, Cinoo Lee, Percy Liang, Tatsunori Hashimoto
Quick ReadSep 20, 2023
Policy Brief

This brief introduces a quantitative framework that allows policymakers to evaluate the behavior of language models to assess what kinds of opinions they reflect.

Whose Opinions Do Language Models Reflect?

Shibani Santurkar, Esin Durmus, Faisal Ladhak, Cinoo Lee, Percy Liang, Tatsunori Hashimoto
Quick ReadSep 20, 2023

This brief introduces a quantitative framework that allows policymakers to evaluate the behavior of language models to assess what kinds of opinions they reflect.

Generative AI
Ethics, Equity, Inclusion
Policy Brief
Musk's Grok AI Faces More Scrutiny After Generating Sexual Deepfake Images
PBS NewsHour
Jan 16, 2026
Media Mention

Elon Musk was forced to put restrictions on X and its AI chatbot, Grok, after its image generator sparked outrage around the world. Grok created non-consensual sexualized images, prompting some countries to ban the bot. Liz Landers discussed Grok's troubles with Riana Pfefferkorn of the Stanford Institute for Human-Centered Artificial Intelligence.

Musk's Grok AI Faces More Scrutiny After Generating Sexual Deepfake Images

PBS NewsHour
Jan 16, 2026

Elon Musk was forced to put restrictions on X and its AI chatbot, Grok, after its image generator sparked outrage around the world. Grok created non-consensual sexualized images, prompting some countries to ban the bot. Liz Landers discussed Grok's troubles with Riana Pfefferkorn of the Stanford Institute for Human-Centered Artificial Intelligence.

Privacy, Safety, Security
Regulation, Policy, Governance
Ethics, Equity, Inclusion
Media Mention
Balancing Fairness and Efficiency in Health Plan Payments
Anna Zink, Thomas G. McGuire, Sherri Rose
Quick ReadNov 15, 2022
Policy Brief

This brief urges policymakers to realign the healthcare market’s incentives in favor of patients, recommending interventions that shape companies’ incentives around the pricing models they deploy.

Balancing Fairness and Efficiency in Health Plan Payments

Anna Zink, Thomas G. McGuire, Sherri Rose
Quick ReadNov 15, 2022

This brief urges policymakers to realign the healthcare market’s incentives in favor of patients, recommending interventions that shape companies’ incentives around the pricing models they deploy.

Healthcare
Ethics, Equity, Inclusion
Policy Brief
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