We discuss the many ways in which people, ranging from journalists to civil society to all sorts of disciplines outside of computer vision, have uncovered various harms that arise from it, and proposed many mitigation strategies.
ETHICS
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Fairness in Machine Learning Research Overview
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As we say in the introduction, this isn’t a paper from the lens of fairness in machine learning, although we touch on those works a little bit.
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Comprehensive Study on Computer Vision System Harms
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Dear computer vision researchers, students & practitioners Remi Denton & I have written what I consider to be a comprehensive paper on the harms of computer vision systems reported to date & how people have proposed addressing them. PDF: https://
cdn.sanity.io/files/wc2kmxvk
/revamp/79776912203edccc44f84d26abed846b9b23cb06.pdf
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AI Copyright Lawsuits: Malpractice Claims Against Plaintiff Law Firms
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Plaintiff lawfirms that have not yet replicated such verbatim examples from defendant's models are either unwilling or unable to do the work they were hired for. Either way, it's strong case for malpractice at this stage. ikykyk
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Copyright memorization in AI models: legal and policy disputes
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Copyrighted information being memorized by models is still contested in courts because it's not treated as a technical nor legal matter, it's a policy question that was unilaterally decided already… (They're expecting everyone to fall in line.) Great thread of examples!
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Intelligence and Creativity Cannot Be Automated by Machines
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Intelligence and creativity will never be automated by a machine. Don't believe the hype.
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Managing Uncertainty: Balancing Reflexive and Reflective Responses
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16/25 How do we manage the uncertainty? I think the answer is through balancing reflexive and reflective responses. Here's today's thoughts and Dan Andrew's capture of them for Chapter 7. https://
the-atomic-human.ai/reflections/ba
lancing-reflective-and-reflexive/
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Stress Testing AI Models for Safety and Resilience in Critical Applications
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Evaluate how AI models perform under extreme scenarios, detect vulnerabilities, and build trust in AI for critical applications. Click here to know more: https://
indiaai.gov.in/article/expres
sion-of-interest-for-safe-trusted-ai-projects-under-indiaai-mission
… @GoI_MeitY @abhish18 @_DigitalIndia #StressTestingAI #AIResilience #RobustAI #SafeAI -
India AI Mission Strengthens Safety Through Risk Management Framework
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Strengthen AI safety by identifying, categorising and managing risks and building a more resilient AI ecosystem Click here to know more: https://
indiaai.gov.in/article/expres
sion-of-interest-for-safe-trusted-ai-projects-under-indiaai-mission
… @GoI_MeitY @abhish18 @_DigitalIndia #AIRiskManagement #Transparency #PublicServices #SafeAI -
10 Keys to Unlock GenAI in the Enterprise
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10 Keys to Unlock #GenAI in the Enterprise Prompt engineering System integration Performance Scalability Response validation Context management Bias & ethics User personalization Data privacy Continuous learning #AI