26 Oct 2025
Researchers from Vinci4D, Stanford University, and Imperial College London introduced Copresheaf Topological Neural Networks (CTNNs), a generalized deep learning framework that unifies various existing architectures. This framework achieved over 50% reduction in Mean Squared Error for physics simulations and up to 12.1 percentage points improvement in structure recognition tasks across diverse data types.
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