Low-rank optimization on Tucker tensor varieties

B Gao, R Peng, Y Yuan - Mathematical Programming, 2025 - Springer
In the realm of tensor optimization, the low-rank Tucker decomposition is crucial for reducing
the number of parameters and for saving storage. We explore the geometry of Tucker tensor …

Desingularization of bounded-rank tensor sets

B Gao, R Peng, Y Yuan - arXiv preprint arXiv:2411.14093, 2024 - arxiv.org
Low-rank tensors appear to be prosperous in many applications. However, the sets of
bounded-rank tensors are non-smooth and non-convex algebraic varieties, rendering the …