Explainable AI is Responsible AI: How Explainability Creates Trustworthy and Socially Responsible Artificial Intelligence
–arXiv.org Artificial Intelligence
Artificial intelligence (AI) has been clearly established as a technology with the potential to revolutionize fields from healthcare to finance - if developed and deployed responsibly. This is the topic of responsible AI, which emphasizes the need to develop trustworthy AI systems that minimize bias, protect privacy, support security, and enhance transparency and accountability. Explainable AI (XAI) has been broadly considered as a building block for responsible AI (RAI), with most of the literature considering it as a solution for improved transparency. This work proposes that XAI and responsible AI are significantly more deeply entwined. In this work, we explore state-of-the-art literature on RAI and XAI technologies. Based on our findings, we demonstrate that XAI can be utilized to ensure fairness, robustness, privacy, security, and transparency in a wide range of contexts. Our findings lead us to conclude that XAI is an essential foundation for every pillar of RAI.
arXiv.org Artificial Intelligence
Dec-3-2023
- Country:
- Asia
- China (0.04)
- India (0.04)
- Japan (0.04)
- Middle East
- Israel > Tel Aviv District
- Tel Aviv (0.04)
- Saudi Arabia (0.14)
- UAE > Dubai Emirate
- Dubai (0.04)
- Israel > Tel Aviv District
- Atlantic Ocean > North Atlantic Ocean
- Chesapeake Bay (0.04)
- Europe
- Italy
- Netherlands > North Holland
- Amsterdam (0.04)
- Switzerland (0.04)
- United Kingdom (0.14)
- North America
- Canada
- Alberta (0.04)
- British Columbia > Metro Vancouver Regional District
- Vancouver (0.04)
- Quebec > Montreal (0.04)
- United States
- California
- Los Angeles County > Long Beach (0.04)
- San Francisco County > San Francisco (0.14)
- Louisiana > Orleans Parish
- New Orleans (0.04)
- Maryland (0.04)
- Nevada (0.04)
- New York > New York County
- New York City (0.04)
- Pennsylvania > Philadelphia County
- Philadelphia (0.04)
- Virginia (0.04)
- California
- Canada
- Oceania
- Australia
- New South Wales (0.04)
- Queensland > Cairns Region
- Cairns (0.04)
- Victoria > Melbourne (0.04)
- New Zealand (0.04)
- Australia
- Asia
- Genre:
- Research Report > New Finding (1.00)
- Industry:
- Transportation (1.00)
- Automobiles & Trucks (1.00)
- Banking & Finance (1.00)
- Education (1.00)
- Health & Medicine
- Diagnostic Medicine > Imaging (1.00)
- Therapeutic Area
- Cardiology/Vascular Diseases (0.67)
- Immunology (0.68)
- Infections and Infectious Diseases (1.00)
- Neurology > Attention Deficit/Hyperactivity Disorder (0.67)
- Oncology (0.67)
- Psychiatry/Psychology (1.00)
- Law (1.00)
- Energy (1.00)
- Information Technology > Security & Privacy (1.00)
- Government > Regional Government (1.00)
- Law Enforcement & Public Safety > Crime Prevention & Enforcement (1.00)
- Water & Waste Management (0.93)
- Technology: