Papers citing 'The Real Tropical Geometry of Neural Networks'

Title
From Universal Approximation Theorem to Tropical Geometry of Multi-Layer Perceptrons Yi-Shan Chu Yueh-Cheng Kuo 61 0 0 16 Oct 2025
On the expressivity of sparse maxout networks Moritz Grillo Tobias Hofmann 72 0 0 15 Oct 2025
Maxout Polytopes Andrei Balakin Shelby Cox Georg Loho Bernd Sturmfels 60 0 0 25 Sep 2025
Algebraic Approach to Ridge-Regularized Mean Squared Error Minimization in Minimal ReLU Neural Network Ryoya Fukasaku Y. Kabata Akifumi Okuno 88 0 0 25 Aug 2025
Constraining the outputs of ReLU neural networks Yulia Alexandr Guido Montúfar 165 0 0 05 Aug 2025
How to Learn a Star: Binary Classification with Starshaped Polyhedral Sets Marie-Charlotte Brandenburg Katharina Jochemko 827 0 0 02 May 2025
Algebra Unveils Deep Learning -- An Invitation to Neuroalgebraic Geometry Giovanni Luca Marchetti Vahid Shahverdi Stefano Mereta Matthew Trager Kathlén Kohn 308 5 0 31 Jan 2025
Neural Networks and (Virtual) Extended Formulations Christoph Hertrich Georg Loho 309 8 0 05 Nov 2024
When Deep Learning Meets Polyhedral Theory: A Survey Joey Huchette Gonzalo Muñoz Thiago Serra Calvin Tsay AI4CE 574 43 0 29 Apr 2023
Fast Convex Optimization for Two-Layer ReLU Networks: Equivalent Model Classes and Cone DecompositionsInternational Conference on Machine Learning (ICML), 2022 Aaron Mishkin Arda Sahiner Mert Pilanci OffRL 450 32 0 02 Feb 2022