Abstract representation of digital text overlay with questions about large language models, featuring a futuristic, stylized reflection and refracted light effect.
Abstract representation of digital text overlay with questions about large language models, featuring a futuristic, stylized reflection and refracted light effect.

XAI challenges explored.

Research Challenges

Explore the general challenges and research directions in explainable AI.

A metallic robotic hand and a human hand point towards each other at the center. Between them, there is a stylized, crystal-like representation of the letters 'AI'. The background is a gradient of orange shades.
A metallic robotic hand and a human hand point towards each other at the center. Between them, there is a stylized, crystal-like representation of the letters 'AI'. The background is a gradient of orange shades.
Machine Learning Phases

Investigate challenges across design, development, and deployment phases in the machine learning lifecycle.

A small, white humanoid robot with blue accents, including eyes, mouth, and a circular badge with the letters 'AI' on its chest, is positioned in front of a blue laptop on a metallic surface. The robot has a simple, smooth design with two cylindrical arms and a small antenna on top.
A small, white humanoid robot with blue accents, including eyes, mouth, and a circular badge with the letters 'AI' on its chest, is positioned in front of a blue laptop on a metallic surface. The robot has a simple, smooth design with two cylindrical arms and a small antenna on top.
Future Exploration

Our meta-investigation creates a structured roadmap for advancing research in explainable AI, guiding future studies and enhancing understanding of the field.

Challenges in Explainable AI

Explore the challenges and research directions in explainable AI, focusing on the machine learning lifecycle phases for better design, development, and deployment.

Insights

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Research

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