vukrosic/latent-topological-contraction-reasoning

Paper and experiments for reasoning by repeatedly refining a latent state.

Python13 stars2 forks

What it does

The repository presents the Topological Contraction Reasoning (TCR) framework, which utilizes contraction mappings for stable reasoning in latent space. It includes both theoretical foundations and practical implementations for researchers and developers in AI.

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Tracking

Last trending: 2026-02-21

Creator kit

Hook

Explore how Topological Contraction Reasoning can revolutionize AI reasoning processes with stable convergence!

Content angles

Create a tutorial on setting up and running experiments with TCR using the provided scripts.
Discuss the implications of using contraction mappings in AI reasoning and potential applications.
Analyze the differences between TCR and traditional reasoning methods, highlighting advantages.

Who should care

AI researchers, machine learning practitioners, and developers interested in advanced reasoning techniques.