{"a188ff31-68db-46bc-b419-ac0fdecc6b1b": "What is data poisoning in the context of GAI and how does it affect model outputs?", "c9f79a82-8775-4461-ac2f-b7b4e8734e96": "How do GAI systems pose intellectual property risks related to copyrighted material in their training data?", "80b370f2-6d21-4ff6-bc9b-763317af5321": "How can governance structures help mitigate bias in human-based systems?", "d4e20011-f4f9-4de6-8453-8144d77ba3a7": "What are some common concerns associated with human-based systems in terms of bias and effectiveness?", "12534c5f-eb68-41cb-a879-b908e95a65d0": "What are the best practices for establishing policies for data collection and retention to mitigate risks such as data privacy breaches and harmful biases?", "11951856-b35d-4123-ab15-80c38cd82195": "How can organizations effectively implement policies to protect third-party intellectual property and training data?", "869c7e52-2b77-4144-af5f-d5beebc138f9": "What are the key safeguards that should be included in automated systems to protect the public from harm?", "a310a614-4bd4-4302-ab42-37b6faa7d838": "How can early-stage public consultation improve the safety and effectiveness of automated systems?", "468bff4b-cdbb-489a-9cbd-95d9062f93dc": "What are some of the key investigative projects that Surya Mattu has worked on at The Markup?", "3e5b4545-4ceb-424f-b519-16c3870dd543": "How has Mariah Montgomery's role as National Campaign Director at the Partnership for Working Families impacted labor rights and policies?", "0f0eea1d-f05e-458e-b31a-e955629c7e44": "How can organizations effectively integrate pre- and post-deployment feedback into their monitoring processes for GAI models?", "6cc0bcc5-9c82-49a6-b118-3e333e70ee9e": "What are the benefits of using AI red-teaming in the pre-deployment testing phase for capturing external feedback?", "4441faa1-8f27-4fc7-bea0-847caa1c1505": "What are the potential negative impacts of automated systems on individuals and communities?", "0db8fdee-99cf-47c6-9d8d-a85f3b294826": "How can confirmation bias affect the effectiveness of safety mechanisms in technology?", "57db460e-0123-4edf-b7df-87a967a60c26": "What are the key safety metrics used to evaluate AI system reliability and robustness?", "48589831-4f3c-4bf6-9cb4-bc4277c489dd": "How can AI systems be designed to fail safely when operating beyond their knowledge limits?", "1df11168-7aa5-4b43-91df-c14c32f01440": "What are the risks associated with data brokers collecting consumer data without permission?", "2127b35f-68cd-4e5f-a669-a6a4bb532fa8": "How does the use of surveillance technologies in schools and workplaces impact mental health?", "afefb290-48ec-450c-b530-5fe1b6c5340b": "What is ballot curing and how does it impact the election process?", "eecbf085-2f16-45c4-ba65-35813ca84568": "How do different states handle signature discrepancies in mail-in ballots?", "43b6add5-244e-4c11-be3b-0944fecfa6b9": "What are the best practices for detecting and mitigating algorithmic bias according to the Brookings Report?", "37bbd6b6-d24a-4b73-a4f4-f532d8c1793a": "How can public agencies implement Algorithmic Impact Assessments to ensure accountability, as suggested by the AI Now Institute Report?", "318fe73a-0591-41e8-b65e-925c71b2caab": "How is the federal government addressing discrimination in mortgage lending through the Department of Justice's nationwide initiative?", "56664bc2-0933-4e58-8d03-5c06b9d06c04": "What role do federal agencies like the Consumer Financial Protection Bureau play in the Action Plan to Advance Property Appraisal and Valuation Equity?", "7f8b418c-6e85-4ab0-83db-b7ed7dc49a45": "What are the best practices for updating due diligence processes to include intellectual property and data privacy for GAI acquisitions?", "e81617a3-9609-4012-ba46-caa374c306de": "How can organizations effectively monitor and assess third-party GAI risks in real-time?", "054e5797-d024-41bd-8de9-983d038a8797": "What are the best practices for performing disparity testing and making the results public?", "fdb81ad2-acf2-4aa4-b551-fe766d22f273": "How can organizations effectively mitigate disparities identified through testing?", "09a4ef32-a01e-4ca9-9bf6-4704e328ccef": "How can people protect themselves from being tracked by devices originally meant for finding lost items?", "e314f460-f6e2-4d11-b612-d51529a9dee6": "What are the potential issues with using algorithms to deploy police in neighborhoods?", "741f5989-422f-4bc5-9f72-0f3b22bb4f25": "What are the mental health impacts of NCII on women and sexual minorities?", "19592c9a-0621-4629-bdfc-8a08f0d396b4": "How can GAI training datasets be protected from including CSAM and NCII?", "f95100da-f55f-4402-909d-fdde5cf17d25": "What are the key challenges in designing non-discriminatory AI technology discussed in the panel?", "bb3e7970-5b1e-4e98-87ad-b30d33ff6a89": "How can community participation enhance human-computer interaction in AI systems?", "796ffa10-1532-4fa1-b832-d8ee058d410d": "What are the potential sociotechnical harms of algorithmic systems as discussed by Shelby et al (2023)?", "2c38117e-4b2d-4553-b319-f4ba3997996e": "How does training on generated data affect AI models according to Shumailov et al (2023)?", "3b9c9379-cc75-4b9d-a68a-dc6b0a48fd9c": "What are the key suggested actions for managing GAI risks according to the AI RMF 10 and Playbook?", "1a02235f-7bf0-4e7e-8149-ab610eacb769": "How do the suggested actions for managing GAI risks vary depending on the stage of the GAI lifecycle?", "08cbf993-d60b-4982-bf84-140c29d30450": "How can organizations ensure that consent practices do not allow for abusive surveillance practices?", "e253b5ac-feb7-4116-9e68-d2c817da36a5": "What are the best practices for re-acquiring consent if the use case of data changes or if data is transferred to another entity?", "0260750e-4f7d-4c1b-b0b7-ae4c36cc8fc3": "What are the key principles outlined in the AI Bill of Rights?", "39863570-2d41-4d21-bde1-1afc78c157b0": "How does the AI Bill of Rights address algorithmic discrimination?", "8b4fd9d7-e1d4-472e-bd34-35fa98299c07": "How can we effectively track and document instances of anthropomorphization in GAI system interfaces?", "1f34befe-4432-419f-8465-066a0d82ff77": "What are the best practices for verifying the provenance of GAI system training data and TEVV data?", "3e35db8c-c1b3-4b9f-b6c0-a3fd6e52d2b0": "What is the importance of having demographically and interdisciplinarily diverse AI red teams in pre-deployment contexts?", "0c3b35ca-f421-41e4-b016-8f367561acbe": "How can general public involvement in AI red-teaming contribute to identifying flaws in AI models?", "d73655e4-93f0-41c5-b69e-814ff8189db8": "QUESTION #1: How are major universities using race as a predictor of student success?", "bb8b9729-d1b6-407d-9f0c-aa1bd62a8d78": "QUESTION #2: What concerns do students and professors have about using race as a predictor in education?", "3f1dec42-4087-4e06-9e7e-491c96cdee67": "How can AI-enabled systems contribute to building better and more innovative infrastructure?", "9a94cfb2-25b9-4aa8-94c5-987c53fa42bf": "What lessons from urban planning can be applied to the integration of AI technologies in communities?", "f445449e-b75f-44ee-a819-018ad630bd35": "What are the benefits of having a human alternative to automated systems?", "58fd202f-0791-411a-9124-09381dbbad11": "How can one ensure timely human consideration and remedy when an automated system fails?", "26ee0f55-a947-440f-b4bc-4b7def4e3545": "What are the main findings of the Department of Justice's report on the risk assessment tool for predicting recidivism?", "dcb01564-a34f-42a7-ac6c-13764525a7d2": "How is the Department of Justice addressing the disparities in the risk assessment tool for predicting recidivism among different groups of color?", "8e29d29a-fc98-4a6f-b42b-580fc084dd71": "What is the Executive Order on Advancing Racial Equity and Support for Underserved Communities Through the Federal Government?", "4bbc6d4b-6b67-4831-8bca-853eb46aec3a": "What were President Biden's remarks on the Supreme Court decision to overturn Roe v Wade?", "919fdd1d-2abb-472e-ac8d-bde9df2bb391": "What are the best practices for re-assessing model risks after implementing fine-tuning or retrieval-augmented generation?", "a795e873-419b-454b-8598-fb0c49a7e5cc": "How can organizations effectively review and manage training data to prevent the reproduction of intellectual property or CBRN information in AI outputs?", "242b750e-1236-41f7-a1cc-eedef8f0427d": "What are some common examples of AI incidents that organizations should be aware of?", "c506e557-776f-42ed-99f9-c752ac2bb94b": "How can organizations effectively track and document the provenance of datasets to identify AI-generated data issues?", "426616e2-6297-47c3-89c7-71ec1186cdba": "What is the role of the American Civil Liberties Union in protecting digital privacy?", "db43af55-434d-441f-8dc7-acc8ff3f8432": "How does the Center for Democracy & Technology advocate for internet freedom and security?", "f2913868-28a6-4558-904a-0486fbfc1f6e": "How can organizations ensure the accuracy of predictions or recommendations generated by automated systems?", "5a4faa70-0364-4fd0-9c98-b26fb63f7786": "What are the best practices for implementing ongoing monitoring procedures for automated systems?", "3ad57490-e4f7-4fd2-bff4-93211043ec13": "What are the key considerations for implementing automated systems in sensitive domains like criminal justice and health?", "3a05d7ba-2e46-406b-aeb9-51b33efff15f": "How can organizations ensure meaningful oversight and human consideration in high-risk automated decision-making systems?", "6ae09ea8-3090-401b-9f1e-4ce5270152cd": "What are the privacy expectations for automated systems handling sensitive data?", "207207ff-faab-4342-b76f-ef0c6fac88c9": "How should consent be managed for automated systems collecting sensitive data?", "d15a10aa-36cb-4f3a-9f9e-2c0416ce1084": "What is the contact information for inquiries related to NIST AI publications?", "c9f4fb11-9365-4354-aa94-7cc93efcafb5": "Where can I find additional information about NIST AI publications?", "4aebac20-11d4-42c8-be6a-f7ac4e43cbbc": "How can organizations effectively combat automation bias in automated systems?", "71537f88-7e77-4720-9cc0-bca516b4721f": "What are the best practices for training individuals to properly interpret outputs from automated systems?", "e004e796-65d5-4109-89bd-472cae5b6c75": "What were the FTC's findings in the case against Everalbum Inc?", "290cd0b2-456b-41bc-bf0e-3ea3e32f480d": "How did the FTC address privacy concerns in the case against Weight Watchers and Kurbo?", "1c416614-5e28-45f4-9e8e-937971dcff9a": "What are the potential harms of GAI related to misinformation, disinformation, and deepfakes?", "d83ab93d-9be0-488d-94fd-8e58074a3388": "How should organizations disclose the use of GAI to end users to mitigate risks?", "bfc45e93-d073-4348-8fb1-03dfaf4e73f3": "What measures can designers and developers take to prevent algorithmic discrimination?", "4819bdb4-1724-4318-855c-9c4f680c0655": "How does algorithmic discrimination impact different protected classes such as race, gender, and disability?", "a8a96840-d387-42d9-9b56-f05b73027f5c": "What are some innovative solutions provided by the industry to mitigate risks to the safety and efficacy of AI systems?", "7fdb6c15-c3f8-4327-b2fe-0169c08ce375": "How does the Office of Management and Budget (OMB) suggest expanding opportunities for stakeholder engagement in program design?", "3509c40f-7af0-49a5-bd16-c7da584b3980": "What are the nine principles outlined in Executive Order 13960 for the use of AI in the federal government?", "a86eba64-72a8-4afa-a7f5-8c50c3b0c660": "How can laws and policies ensure that AI systems are accurate, reliable, and effective in real-life applications?", "9eee9d68-6e0f-4430-989f-cb569677d74c": "How can we distinguish between fact and opinion in the content generated by AI systems?", "6fba0797-2aaa-4686-9325-999b5396f47b": "What are the risks associated with the anthropomorphization of General AI (GAI) systems?", "449ab90b-3762-4d3e-99ea-899bd340c42b": "What are confabulations in the context of text-based outputs?", "1c57be24-8e1d-4a3a-a29e-1d153c019510": "How do legal confabulations manifest in state-of-the-art language models?", "6b30e12e-cecf-4cd7-936e-84468c950a36": "What is the purpose of the Executive Order on Advancing Racial Equity and Support for Underserved Communities Through the Federal Government?", "5547bf9b-ceae-4386-a486-7708637ab6a1": "What role do Navigators play according to HealthCaregov?", "a520c4cc-f2f6-4dd8-bd3a-a1a750440209": "What are the key principles outlined in the ISO/IEC Guide 71:2014 for addressing accessibility in standards?", "d72c0d17-abee-470b-8725-abf4aad59b3f": "How do the Web Content Accessibility Guidelines (WCAG) 20 impact web development practices?", "8e31e286-3ac3-488f-a211-4575fd663a17": "What are the key expectations for automated systems to ensure data privacy and protection from unchecked surveillance?", "76f71eb0-f3b8-425d-8772-65a5d214634f": "How can heightened oversight of surveillance systems prevent algorithmic discrimination based on community membership?", "eb21dff3-4dd0-47af-a449-b9b525386911": "What are the key considerations for ensuring equitable outcomes in fallback and escalation systems for automated systems?", "645a1801-9128-4977-947d-5437b8933966": "How can organizations ensure that human consideration and fallback mechanisms are conducted in a timely manner for automated systems?", "50321a04-5130-43ab-9305-cc1d548da8e0": "What are the extra protections for data related to sensitive domains like health and personal finance?", "32f6e506-6e82-41f7-b80c-f0702a537ca2": "How do technological developments impact the sensitivity of data domains and the need for enhanced data protections?", "7a80ac97-319d-452b-a900-e739da72ab44": "What are some benchmarks used to quantify systemic bias in GAI system outputs?", "bedb600e-b951-4e89-9442-24b971ff1b21": "How can fairness assessments help measure systemic bias in GAI systems?", "5fa67d29-3be8-4c81-a7c9-1a4d5dfa0ba7": "What are the potential biases in hiring tools that learn from a company's predominantly male employee base?", "868637a7-88fa-4891-bcfd-da1d37772744": "How do predictive models that use race as a factor affect Black students' academic guidance and major selection?", "6410524d-24f8-4aaf-8b70-5dcfc8272cd0": "What measures are being taken to prevent the misuse of Apple AirTags for stalking and harassment?", "d0990582-29f1-41c2-90e1-89c4efc58153": "How does crime prediction software perpetuate biases despite promises of being free from them?", "cbc06d96-6605-45f4-8067-0342ab04aac4": "What are the key elements to consider when incorporating GAI systems into an AI system inventory?", "b16b4f6b-0ec2-49bc-9453-9bbf1a8feea5": "How should organizations handle inventory exemptions for GAI systems embedded into application software?", "b1da9e4e-62f7-4d08-ac87-2b196fa9114e": "What measures can be taken to ensure automated systems protect against algorithmic discrimination?", "aa279423-ea2b-4fa2-beb1-7a6e1400c36f": "How can independent evaluations of automated systems be conducted without compromising individual privacy?", "8a9ae766-2f74-4272-bd84-e95787e5e943": "What are the best practices for determining data origin and content lineage in AI systems?", "2567081e-89ba-4d98-a746-eaf8503e5c5d": "How can test and evaluation processes be instituted for data and content flows within an AI system?", "fa585f44-6fb6-443b-983e-6304d9c2f5e1": "What are the expectations for automated systems in high-risk settings like criminal justice?", "f51b4b1e-689f-4a47-82a2-d9a9a0d30ab7": "How should the level of risk influence the design of explanatory mechanisms in automated systems?", "ecb05eb6-335e-4451-bf2e-4c8ad8e800bf": "What are the current methods for reporting AI incidents?", "51d512f0-8849-48de-a188-5aab8ddee724": "How do publicly available databases decide which AI incidents to track?", "80d2e492-0668-4e82-b83e-d1cef2355444": "What is the NIST AI 600-1 framework about?", "b7e8353e-ffb6-41a5-a321-d6b5521a03d5": "How does the NIST Trustworthy and Responsible AI framework address generative artificial intelligence risks?", "acbfd37b-65e1-440b-b4b1-9b3ee9a15fac": "What are the best practices for establishing acceptable use policies for GAI in human-AI teaming settings?", "c86085f1-bc71-4d66-8869-d5335b328ec7": "How can organizations effectively implement synthetic content detection and labeling tools?"}