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Imperial College London, Technical University of Munich, Center for Machine Learning
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Collapsed Effective Operators can significantly enhance spectral clustering and neural network architectures by effectively encoding long-range topological interactions in a single operator.
TNOs redefine operator learning by leveraging topological structures, achieving superior accuracy in complex PDE problems while maintaining physical fidelity.
Ditch the flat scene graphs: TopoOR models surgical environments as higher-order topological structures, unlocking superior performance in safety-critical tasks by preserving complex relationships and multimodal data.
