99 citations · 157 across the 39 of their papers we have counts for
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A Topological Gaussian Mixture Model for Bone Marrow Morphology in Leukaemia
Qiquan Wang, Anna Song, Antoniana Batsivari +2
Acute myeloid leukaemia (AML) is a type of blood and bone marrow cancer characterized by the proliferation of abnormal clonal haematopoietic cells in the bone marrow leading to bon…
On the Limitations of Fractal Dimension as a Measure of Generalization
Charlie B. Tan, Inés García-Redondo, Qiquan Wang +2
Bounding and predicting the generalization gap of overparameterized neural networks remains a central open problem in theoretical machine learning. There is a recent and growing bo…
A Computational Tropical Geometry Framework for Neural Networks
Paul Lezeau, Thomas Walker, Yueqi Cao +2
We propose a computational tropical geometry framework for the symbolic analysis of neural networks with tropical activations. The number of linear regions of a neural network has…
Tropical Gradient Descent
Roan Talbut, Anthea Monod
We propose a gradient descent method for solving optimization problems arising in settings of tropical geometry - a variant of algebraic geometry that has attracted growing interes…