Research Gaps

Identifying gaps in explainable AI for Earth observation applications.

A sign with an illustration of a person interacting with a machine and the text 'Adjustment Machine'. The sign is illuminated and casts a shadow on a nearby wall. The setting appears to be in a public place, possibly a transportation hub.
A sign with an illustration of a person interacting with a machine and the text 'Adjustment Machine'. The sign is illuminated and casts a shadow on a nearby wall. The setting appears to be in a public place, possibly a transportation hub.
Model Complexity

Balancing accuracy and interpretability in machine learning models.

A laptop screen displaying the OpenAI logo and text. The laptop keyboard is visible below, with keys illuminated in a dimly lit environment.
A laptop screen displaying the OpenAI logo and text. The laptop keyboard is visible below, with keys illuminated in a dimly lit environment.
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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.
A display screen shows information about ChatGPT, a language model for dialogue optimization. The text includes details on how the model is used in conversational contexts. The background is primarily green, with pink and purple graphic lines on the right side. The OpenAI logo is positioned at the top left.
A display screen shows information about ChatGPT, a language model for dialogue optimization. The text includes details on how the model is used in conversational contexts. The background is primarily green, with pink and purple graphic lines on the right side. The OpenAI logo is positioned at the top left.
Utility Focus

Enhancing real-world interpretability for users and applications.

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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.

Identifying gaps critically.

woman wearing yellow long-sleeved dress under white clouds and blue sky during daytime

The focus on selective inferences has greatly improved our understanding of complex models in practice.

John Doe

A whiteboard with blue marker drawings and text. The left side features a series of boxes and arrows, along with handwritten labels and lines suggesting a flowchart or diagram. Text includes terms like 'docs', 'identify', and 'trainer'. The right shows an arrow pointing to a boxed section with more text entries, one including a name.
A whiteboard with blue marker drawings and text. The left side features a series of boxes and arrows, along with handwritten labels and lines suggesting a flowchart or diagram. Text includes terms like 'docs', 'identify', and 'trainer'. The right shows an arrow pointing to a boxed section with more text entries, one including a name.

Innovative interpretability methods are essential, but they must address real-world utility for users effectively.

Jane Smith

A large industrial machine with an open casing revealing complex internal mechanisms, including pipes, wiring, and a prominently visible red component. The machine is indoors, in what appears to be a maintenance or workshop area. There are barriers around the machine with a visible safety warning 'KEEP OFF'. In the background, a staircase and a few people are visible.
A large industrial machine with an open casing revealing complex internal mechanisms, including pipes, wiring, and a prominently visible red component. The machine is indoors, in what appears to be a maintenance or workshop area. There are barriers around the machine with a visible safety warning 'KEEP OFF'. In the background, a staircase and a few people are visible.
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Insights

Bridging gaps in explainable AI for Earth.

Utility

Bias

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