Stanford HAI 新闻汇总：AI 基准测试失真、AI 能否减速等研究动态
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Stanford HAI 发布多项研究动态：新研究指出用于评估 AI 模型安全性、偏见与推理能力的基准测试往往并未测量其声称的内容。另一场 Prompt Response 研讨中，Surya Ganguli、Diyi Yang 和 Rob Reich 探讨了智能体涌现行为、递归自我改进、独立评估及 kill switch 能否提升先进 AI 安全性。
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Stanford HAI Welcomes 15 New Data Science Scholars
Oct 01, 2026
Announcement
The two-year fellowship supports PhD researchers across law, medicine, physics, statistics, education, and engineering.
Announcement
Stanford HAI Welcomes 15 New Data Science Scholars
Data ScienceOct 01
The two-year fellowship supports PhD researchers across law, medicine, physics, statistics, education, and engineering.
The Tests That Grade AI May Be Getting It Wrong
Andrew Myers
Sep 25, 2026
News
Benchmarks — the standardized tests that rank AI models on safety, bias, and reasoning — drive markets and shape regulation. New Stanford research finds they often don't measure what they claim to.
News
The Tests That Grade AI May Be Getting It Wrong
Andrew Myers
Generative AIPrivacy, Safety, SecurityFoundation ModelsSep 25
Benchmarks — the standardized tests that rank AI models on safety, bias, and reasoning — drive markets and shape regulation. New Stanford research finds they often don't measure what they claim to.
Can AI Be Slowed Down? Stanford HAI Experts Weigh the Risks, Rules and Race Ahead
Sep 22, 2026
News
In a new series called Prompt Response, Stanford’s Surya Ganguli, Diyi Yang and Rob Reich examined emergent agent behavior, recursive self-improvement, independent evaluation and whether a kill switch can make advanced AI safer.
News
Can AI Be Slowed Down? Stanford HAI Experts Weigh the Risks, Rules and Race Ahead
Privacy, Safety, SecurityRegulation, Policy, GovernanceGenerative AISep 22
In a new series called Prompt Response, Stanford’s Surya Ganguli, Diyi Yang and Rob Reich examined emergent agent behavior, recursive self-improvement, independent evaluation and whether a kill switch can make advanced AI safer.
AI Legal Review Says Millions Live Under Discriminatory Local Laws
Andrew Myers
Sep 08, 2026
News
Building an AI pipeline to comb through millions of local statutes, researchers at Stanford Law School turn a spotlight on unsavory laws still on the books in communities across the country.
News
AI Legal Review Says Millions Live Under Discriminatory Local Laws
Andrew Myers
Government, Public AdministrationLaw Enforcement and JusticeRegulation, Policy, GovernanceSep 08
Building an AI pipeline to comb through millions of local statutes, researchers at Stanford Law School turn a spotlight on unsavory laws still on the books in communities across the country.
Your ‘For You’ Algorithm Disagrees With You
Andrew Myers
Aug 18, 2026
News
A new Stanford-led study finds that X’s “For You” algorithm mistakes outrage for interest – and fills your feed accordingly.
News
Your ‘For You’ Algorithm Disagrees With You
Andrew Myers
Design, Human-Computer InteractionAug 18
A new Stanford-led study finds that X’s “For You” algorithm mistakes outrage for interest – and fills your feed accordingly.
Companies That Buy and Sell Your Data Are Not Following California’s Strict Privacy Laws
Nikki Goth Itoi
Aug 11, 2026
News
A new Stanford study shows data brokers are making it difficult for consumers to submit privacy requests and failing to report how many privacy requests they receive.
News
Companies That Buy and Sell Your Data Are Not Following California’s Strict Privacy Laws
Nikki Goth Itoi
Privacy, Safety, SecurityGovernment, Public AdministrationAug 11
A new Stanford study shows data brokers are making it difficult for consumers to submit privacy requests and failing to report how many privacy requests they receive.
New Stanford Grants Tackle AI's Impact on Global Security and Geopolitics
Nikki Goth Itoi
Aug 10, 2026
News
Stanford HAI and the Hoover Institution’s Technology Policy Accelerator back projects examining AI's role in detecting nuclear proliferation, U.S.-China competition, and political influence.
News
New Stanford Grants Tackle AI's Impact on Global Security and Geopolitics
Nikki Goth Itoi
DemocracyInternational Affairs, International Security, International DevelopmentRegulation, Policy, GovernanceAug 10
Stanford HAI and the Hoover Institution’s Technology Policy Accelerator back projects examining AI's role in detecting nuclear proliferation, U.S.-China competition, and political influence.
AI Companions May Worsen Loneliness for Vulnerable Users, Stanford Study Finds
Alexander Gelfand
Aug 04, 2026
News
Stanford research finds that users with limited social networks who seek emotional support from AI companions experience lower well-being.
News
AI Companions May Worsen Loneliness for Vulnerable Users, Stanford Study Finds
Alexander Gelfand
HealthcareGenerative AIAug 04
Stanford research finds that users with limited social networks who seek emotional support from AI companions experience lower well-being.
Open-Weight Models Aren’t Enough. We Need Truly Open Source AI Models for Science and Society.
Aug 04, 2026
News
As Chinese AI closes the capability gap, Washington and Silicon Valley debate open-weight models. Stanford HAI's James Landay says it's the right conversation framed the wrong way.
News
Open-Weight Models Aren’t Enough. We Need Truly Open Source AI Models for Science and Society.
Privacy, Safety, SecurityInternational Affairs, International Security, International DevelopmentRegulation, Policy, GovernanceAug 04
As Chinese AI closes the capability gap, Washington and Silicon Valley debate open-weight models. Stanford HAI's James Landay says it's the right conversation framed the wrong way.
Why Governing World Models Is AI's Next Big Policy Challenge
Aug 04, 2026
News
As artificial intelligence moves beyond language into the physical world through "world models," Stanford researchers warn that policymakers face an even steeper governance challenge than with large language models—and the window to get ahead of the technology is closing fast.
News
Why Governing World Models Is AI's Next Big Policy Challenge
Spatial IntelligenceRegulation, Policy, GovernanceAug 04
As artificial intelligence moves beyond language into the physical world through "world models," Stanford researchers warn that policymakers face an even steeper governance challenge than with large language models—and the window to get ahead of the technology is closing fast.
The Complexities of Governing Mental Health AI
Caroline Yee, Caroline Meinhardt, Michelle Mello, Jane Paik Kim
Jul 24, 2026
News
Policymakers, academics, healthcare providers, AI developers, and patient advocates convened by Stanford HAI identify critical gaps in how we regulate AI tools used for therapy and emotional support.
News
The Complexities of Governing Mental Health AI
Caroline Yee, Caroline Meinhardt, Michelle Mello, Jane Paik Kim
HealthcarePrivacy, Safety, SecurityGenerative AIRegulation, Policy, GovernanceJul 24
Policymakers, academics, healthcare providers, AI developers, and patient advocates convened by Stanford HAI identify critical gaps in how we regulate AI tools used for therapy and emotional support.
How AI Is Helping States Cut Through Decades of Red Tape
RegLab staff
Jul 23, 2026
News
Stanford researchers scanned 500 million words of state law to reveal the stunning growth of reporting requirements, and are now giving governments a tool to clean them up.
News
How AI Is Helping States Cut Through Decades of Red Tape
RegLab staff
Government, Public AdministrationRegulation, Policy, GovernanceJul 23
Stanford researchers scanned 500 million words of state law to reveal the stunning growth of reporting requirements, and are now giving governments a tool to clean them up.
Legal AI’s Legibility Problem
Andrew Myers
Jul 20, 2026
News
Increasing reliance on language models for legal tasks have led to calls for more information about the likelihood and severity of potential errors. Realizing useful and robust transparency requires an institutional perspective, say the editors of a new special section in PNAS.
News
Legal AI’s Legibility Problem
Andrew Myers
Law Enforcement and JusticeJul 20
Increasing reliance on language models for legal tasks have led to calls for more information about the likelihood and severity of potential errors. Realizing useful and robust transparency requires an institutional perspective, say the editors of a new special section in PNAS.
The AI Sovereignty Paradox: Should Countries Buy, Build, or Lease to Maintain Strategic Control of Their AI?
Jul 14, 2026
News
As nations invest billions to reduce reliance on foreign AI providers, a new Stanford HAI report surveys commercial sovereignty solutions and assesses the extent to which they meaningfully reduce dependencies on U.S. tech giants.
News
The AI Sovereignty Paradox: Should Countries Buy, Build, or Lease to Maintain Strategic Control of Their AI?
Government, Public AdministrationInternational Affairs, International Security, International DevelopmentRegulation, Policy, GovernanceJul 14
As nations invest billions to reduce reliance on foreign AI providers, a new Stanford HAI report surveys commercial sovereignty solutions and assesses the extent to which they meaningfully reduce dependencies on U.S. tech giants.
Stanford Study Exposes Major Flaw in AI Mental Health Safety Testing
Andrew Myers
Jul 13, 2026
News
With increased use of chatbots in mental health contexts, AI developers now rely on human experts to evaluate AI’s responses for “safety” – but experts rarely agree on what’s safe.
News
Stanford Study Exposes Major Flaw in AI Mental Health Safety Testing
Andrew Myers
HealthcareGenerative AIPrivacy, Safety, SecurityJul 13
With increased use of chatbots in mental health contexts, AI developers now rely on human experts to evaluate AI’s responses for “safety” – but experts rarely agree on what’s safe.
Stanford Scientists Build an AI Lab Partner
Nikki Goth Itoi
Jul 09, 2026
News
Biomni can analyze mountains of medical data, spot patterns humans might miss, and even design experiments—helping researchers make discoveries faster in the race to cure disease.
News
Stanford Scientists Build an AI Lab Partner
Nikki Goth Itoi
Sciences (Social, Health, Biological, Physical)Jul 09
Biomni can analyze mountains of medical data, spot patterns humans might miss, and even design experiments—helping researchers make discoveries faster in the race to cure disease.
Advancing Sustainability Through Data Science: Conference Highlights
Jul 09, 2026
News
News
Advancing Sustainability Through Data Science: Conference Highlights
Jul 09
Center for Decoding the Universe Co-Director Susan Clark Awarded Stanford HAI Seed Grant for Interpretable Galaxy Foundation Model
Jul 09, 2026
News
News
Center for Decoding the Universe Co-Director Susan Clark Awarded Stanford HAI Seed Grant for Interpretable Galaxy Foundation Model
Jul 09
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