Bridging the Gap in XAI-Why Reliable Metrics Matter for Explainability and Compliance

arXiv — cs.LGFriday, November 21, 2025 at 5:00:00 AM
  • The article discusses the importance of reliable explainability in AI governance, emphasizing the need for standardized evaluation metrics to assess trustworthiness in high
  • Standardized metrics are proposed as governance primitives that can enhance auditability and accountability within AI systems, crucial for private oversight by auditors, insurers, and certification bodies.
  • The ongoing debate around AI transparency highlights the potential risks and benefits of disclosing AI roles in various applications, raising concerns about brand quality and consumer trust while underscoring the necessity for responsible AI practices.
— via World Pulse Now AI Editorial System

Was this article worth reading? Share it

Continue Readings
2025: AI-Assisted Developers Are Shipping Faster Than Ever
PositiveArtificial Intelligence
The integration of AI-powered development tools is significantly accelerating the pace at which teams deliver digital products, with AI-assisted coding enabling teams to ship 28% faster and automated testing reducing bugs by 31%.
Lean4: How the theorem prover works and why it's the new competitive edge in AI
PositiveArtificial Intelligence
Lean4, an open-source programming language and interactive theorem prover, is gaining traction as a critical tool for enhancing the reliability of AI systems, particularly in high-stakes fields like finance and medicine, where unpredictability and hallucinations in AI outputs are unacceptable. By employing formal verification, Lean4 aims to ensure that AI functions are safer and more deterministic.
Trump administration might not fight state AI regulations after all
NeutralArtificial Intelligence
The Trump administration's order aimed at challenging state-level regulations on artificial intelligence (AI) is reportedly on hold, indicating a potential shift in strategy regarding federal oversight of AI governance. This development comes amidst ongoing discussions about the balance of power between federal and state authorities in regulating technology.
Do Brain-Decoding Devices Threaten People's Privacy?
NegativeArtificial Intelligence
Ethicists are raising concerns about the implications of AI-powered neurotechnology, particularly brain-decoding devices, which may threaten individual privacy and autonomy. The rapid advancements in this field have prompted discussions about the ethical boundaries of technology that can interpret and manipulate human thoughts and emotions.
Google tells employees it must double capacity every 6 months to meet AI demand
NeutralArtificial Intelligence
Google's AI infrastructure chief has informed employees that the company must increase its capacity by a thousandfold over the next five years to meet the growing demand for artificial intelligence. This ambitious goal reflects the company's commitment to scaling its AI capabilities significantly.
AI trained on bacterial genomes produces never-before-seen proteins
PositiveArtificial Intelligence
Artificial intelligence (AI) trained on bacterial genomes has successfully produced proteins that have never been seen before. This innovation leverages the clustering of genes with related functions, allowing the AI to generate novel protein structures. The development signifies a breakthrough in biotechnology and AI applications.
Top Economist Warns That AI Data Center Investments Are “Digital Lettuce” That’s Already Starting to Wilt
NegativeArtificial Intelligence
"Top Economist" has cautioned that investments in AI data centers are akin to "digital lettuce" that is already beginning to wilt. This metaphor highlights the transient nature of such investments, suggesting they may not yield long-term benefits. The economist emphasizes that these investments are essentially in a perishable good, raising concerns about their sustainability.
Intel confirms Core Ultra Series 3 "Panther Lake" CPUs will debut at CES on January 5th
PositiveArtificial Intelligence
Intel has announced that its Core Ultra Series 3 processors, known as 'Panther Lake', will be unveiled at CES on January 5th. The new processors will feature a five-tile architecture, including Cougar Cove performance cores, Darkmont and Skymont efficiency cores, an integrated Xe3 Celestial GPU, and a 5th-generation NPU for AI acceleration. The flagship model will be branded as Core Ultra 9.