χTopic tag
#topology-preservation
2 documents indexed here. Mathematical objects, methods, systems, and recurring technical questions.
¶Papers
2- Papers · 2025
Advanced Topology-Preserving Neural Networks: An Extension of ONN/ORTSF Framework with Dynamic Structural Optimization
The headline empirical figures and transfer results are not reproducible from the current authoritative research source. This preprint is retained as a historic
- Papers · 2025
Constructive Lyapunov Functions via Topology-Preserving Neural Networks
The claimed constructive cohomological Lyapunov certificate, together with the 177 microsecond / 3M-node and 99.75% figures, is not supported by the current aut