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![SingularityNET Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::915590652167061504.png) SingularityNET [@SingularityNET](/creator/twitter/SingularityNET) on x 155.3K followers
Created: 2025-04-17 09:37:52 UTC

We are offering $XXXXXXX in grants to explore and demonstrate the use of neural-symbolic deep neural networks (DNNs) for experiential learning and/or higher-order reasoning.

The goal is to investigate how these architectures can embed logic rules derived from experiential systems like AIRIS or user-supplied higher-order logic, and apply them to improve reasoning in graph neural networks (GNNs), LLMs, or other DNNs.

Learn more and submit your proposal by May 14, 2025, via

![](https://pbs.twimg.com/amplify_video_thumb/1912802466724241408/img/e4eo2tb9z5y7hzlo.jpg)

XXXXXX engagements

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[Post Link](https://x.com/SingularityNET/status/1912802682747732320)