Shahverdi, Vahid

1. Algebra Unveils Deep Learning -- An Invitation to Neuroalgebraic Geometry
   2025/01/31 by Giovanni Luca Marchetti, Vahid Shahverdi, Marchetti, Giovanni Luca +7 · 2 voices · 4 citations
   Mathematics · Social Sciences · #History and Theory of Mathematics #Mathematics Education and Teaching Techniques #Mathematics and Applications
2. On the Geometry and Optimization of Polynomial Convolutional Networks
   2024/10/01 by Vahid Shahverdi, Shahverdi, Vahid, Giovanni Luca Marchetti +3 · 3 citations
   Computer Science · Mathematics · #Algebraic Geometry (math.AG) #FOS: Computer and information sciences #FOS: Mathematics #Graph theory and applications #Machine Learning (cs.LG) #Matrix Theory and Algorithms #Polynomial and algebraic computation
3. Function Space and Critical Points of Linear Convolutional Networks
   2023/04/12 by Kohn, Kathlén, Montúfar, Guido, Shahverdi, Vahid +1 · 1 citation
   #14B05 #14E99 #14J99 #14N05 #14P10 #68T07 #90C23 #Algebraic Geometry (math.AG) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG)
4. Learning on a Razor's Edge: Identifiability and Singularity of Polynomial Neural Networks
   2025/05/17 by Vahid Shahverdi, Shahverdi, Vahid, Giovanni Luca Marchetti +3 · 4 citations
   Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Algebraic Geometry (math.AG) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Stochastic Gradient Optimization Techniques
5. Algebraic Complexity and Neurovariety of Linear Convolutional Networks
   2024/01/29 by Vahid Shahverdi, Shahverdi, Vahid · 1 citation
   Computer Science · #14E99 #14J99 #14P10 #68T07 #90C23 #Algebraic Geometry (math.AG) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Neural Networks and Applications