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Cancer AI Alliance (CAIA)
ABOUT US
OUR STORY
PEOPLE
PARTNERS
CAIA INSIGHTS
BLOG
NEWS
FEDERATED LEARNING
Cancer AI Alliance (CAIA)
ABOUT US
OUR STORY
PEOPLE
PARTNERS
CAIA INSIGHTS
BLOG
NEWS
FEDERATED LEARNING
Folder: ABOUT US
Back
OUR STORY
PEOPLE
PARTNERS
Folder: CAIA INSIGHTS
Back
BLOG
NEWS
FEDERATED LEARNING
A common format for federated learning: CAIA’s approach to data standardization 
Madhu Narayan 11/12/25 Madhu Narayan 11/12/25

A common format for federated learning: CAIA’s approach to data standardization 

In this blog post, we take a look at CAIA’s data standardization process, and how we adhere to privacy, regulatory, ethical and legal guidelines.

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One year in: Cancer AI Alliance unveils collaborative AI platform at IA40
Madhu Narayan 10/23/25 Madhu Narayan 10/23/25

One year in: Cancer AI Alliance unveils collaborative AI platform at IA40

Learn about CAIA’s announcements at Madrona’s IA40 summit, including the progress we have made over the last year.

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How the orchestration layer securely enables AI insights in a federated learning framework
Madhu Narayan 10/22/25 Madhu Narayan 10/22/25

How the orchestration layer securely enables AI insights in a federated learning framework

In this post, we take a closer look at the technology (enabled by NVIDIA FLARE) that underlies CAIA’s secure orchestration layer. 

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Cancer AI Alliance unveils first collaborative AI platform for cancer research
Madhu Narayan 10/1/25 Madhu Narayan 10/1/25

Cancer AI Alliance unveils first collaborative AI platform for cancer research

Secure, scalable, multi-cloud platform using federated learning aims to accelerate cancer discoveries and treatments

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How CAIA harnesses federated learning for secure collaboration
Madhu Narayan 8/27/25 Madhu Narayan 8/27/25

How CAIA harnesses federated learning for secure collaboration

How can we train  AI models on the collective knowledge of the nation's top cancer centers without exposing sensitive patient information? 

CAIA’s solution is an AI training approach called federated learning.

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Research beyond silos: How CAIA is accelerating the fight against cancer
Madhu Narayan 8/13/25 Madhu Narayan 8/13/25

Research beyond silos: How CAIA is accelerating the fight against cancer

Unlocking clues in patient data is a key opportunity in modern healthcare, but institutional silos and privacy concerns often slow progress. The Cancer AI Alliance (CAIA) unites leading cancer centers and AI technology pioneers to solve this.

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