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Back to Ethics, Equity, Inclusion

All Work Published on Ethics, Equity, Inclusion

AI For Good: What Does It Mean Today?
Forbes
Jan 23, 2026
Media Mention

HAI Co-Director James Landay urges people to think about what "AI for good" means today. He argues, "we need to move beyond just thinking about the user. We’ve got to think about broader communities who are impacted by AI systems if we actually want them to be good.”

AI For Good: What Does It Mean Today?

Forbes
Jan 23, 2026

HAI Co-Director James Landay urges people to think about what "AI for good" means today. He argues, "we need to move beyond just thinking about the user. We’ve got to think about broader communities who are impacted by AI systems if we actually want them to be good.”

Ethics, Equity, Inclusion
Media Mention
Walking the Walk of AI Ethics in Technology Companies
Sanna J. Ali, Angèle Christin, Andrew Smart, Riitta Katila
Quick ReadDec 07, 2023
Policy Brief

This brief presents one of the first empirical investigations into AI ethics on the ground in private technology companies.

Walking the Walk of AI Ethics in Technology Companies

Sanna J. Ali, Angèle Christin, Andrew Smart, Riitta Katila
Quick ReadDec 07, 2023

This brief presents one of the first empirical investigations into AI ethics on the ground in private technology companies.

Ethics, Equity, Inclusion
Industry, Innovation
Policy Brief
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
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