View of What Should AI Generate? Moving Beyond Bias in Generative Systems
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Covers: Governance & Risk ManagementBias & FairnessChatbots & LLMsAI Agents & AutomationHealthcareHallucinations & FabricationEducationMarkets & InvestmentAI Safety & Existential RiskRegulation & Policy
View of AI -Enabled Human Memory Manipulation: Misleading AI -Generated Summaries ...
AI Misinformation and Its Impacts on PeopleIt is now widely documented that LLMs (e.g., ChatGPT,Gemini) have a tendency to “ hallucinate ” (Rawte et al.
Safer On-Premise Medical AI : A Hybrid Framework for Hallucination Detection in Local LLMs
1B-parameter LLMs are highly susceptible to hallucinations , and existing hallucination detection frameworks often suffer from poor calibration in ...
Hallucinations & FabricationGovernance & Risk ManagementChatbots & LLMsHealthcare
Spotting (and Missing) Algorithmic Bias : Investigating User Understanding in a Fairness ...
Spotting (and Missing) Algorithmic Bias : Investigating User Understanding in a Fairness Assessment Tool. Proceedings of the AAAI ACM Conference on AI ...
A Lease-Based Framework for Lifecycle Governance of High- Risk Embodied AI (Extended Abstract)
... risk embodied AI challenges legal models designed for static consumer goods. ... Artificial intelligence risk management framework (AI RMF 1.0) (NIST AI ...
Innovation-Weighted Risk Classification for AI Governance in Emerging Economies
There is no unifiedAI regulation. FDA covers medical AI, SEC covers finan-cial AI, DOT does autonomous vehicles. The NIST AI RiskManagement ...
Governance & Risk ManagementHealthcareRegulation & PolicyTransportation & Mobility
Auditing and Governing AI Systems Across the Supply Chain - AAAI Publications
Whenregulators determine whether an AI system is compliant, Copyright © 2026, Association for the Advancement of ArtificialIntelligence (www.aaai.org).
Copyright & IPGovernance & Risk ManagementRegulation & Policy
View of Small-world Networks of Agents Brainstorm AI Risks to Support Ideation
Small-world Networks of Agents Brainstorm AI Risks Ke Zhou1,2Edyta Bogucka1, Daniele Quercia1,31Nokia Bell Labs, UK2University of Nottingham, ...
The Promises and Limitations of Evaluation-Based AI Governance: Evidence from Expert Interviews
... AI evaluations reduce societal-level AI risks . Evaluations have become central to AI risk governance, despite their shortcomings being widely ...
Small-world Networks of Agents Brainstorm AI Risks to Support Ideation
Abstract. The ideation phase of participatory AI risk assessment often starts with a blank slate or a limited list of predefined risks, making it ...
Applications of Risk Science to AI Fairness Evaluation: Principles, Challenges, and Best Practices
... AI assessments of societal impact by enabling shared frameworks to evaluate and discuss AI risks both within and outside of the scientific community.
Bias & FairnessMarkets & InvestmentGovernance & Risk Management
Limits of Interventions in AI -Assisted Decision Making
Abstract. As AI decision-support systems are increasingly deployed in high-stakes domains, understanding how to prevent automation bias is critical.
View of Limits of Interventions in AI -Assisted Decision Making
... risks serious harm to a child, while unwarranted intervention candisrupt families. ... The recommendation was dis-played as “The AI system predicts HIGH ...
The Three Main Doctrines on the Future of AI | Proceedings of IASEAI Conference
Abstract. This paper develops a taxonomy of expert perspectives on the risks and likely consequences of artificial intelligence , with particular focus ...
AI Alignment Strategies from a Risk Perspective: Independent Alignment Mechanisms or ...
AI Alignment Strategies from a Risk Perspective: Independent Alignment Mechanisms or Shared Failures ? ... failure , such that safety can be ...
View of Mind the Gap! Pathways Towards Unifying AI Safety and Ethics Research
... risks .We present the firstlarge-scale, quantitative evidenceof this schism through abibliometric and network analysis of6,442 papersacross twelve ...
Rating Composite AI Models for Robustness Through Probabilistic Planning
Understanding how these compositions behave under uncertainty and how properties like bias or instability move through a composite model is ...
MedHalu: Hallucinations in Responses to Healthcare Queries by Large Language Models
AI chatbots are also increasingly producing content on social media platforms. However, LLMs are also prone to hallucinations , generating ...
Bias in Decision-Making for AI's Ethical Dilemmas: A Comparative Study of ChatGPT and Claude
Bias in Decision-Making for AI's Ethical Dilemmas: A Comparative Study of ChatGPT and Claude. Authors. Wentao Xu University of Science and ...