3 papers
quant-ph2026
TSS Graphs for Hadamard Matrices: Real vs Complex
Wesley Lewis, Darsh Pareek, Ravi Janjam
We have observed that Hadamard matrices whether real or complex lead to a dense output of identical probabilities for any given single input state. Complex Hadamard matrices have u…
quant-ph2026
Imperfect Graphs from Unitary Matrices -- I
Wesley Lewis, Darsh Pareek, Umesh Kumar +1
Matrix representations of quantum operators are computationally complete but often obscure the structural topology of information flow within a quantum circuit \cite{nielsen2000}.…
cs.LG2025
Neuronal Fluctuations: Learning Rates vs Participating Neurons
Darsh Pareek, Umesh Kumar, Ruthu Rao +1
Deep Neural Networks (DNNs) rely on inherent fluctuations in their internal parameters (weights and biases) to effectively navigate the complex optimization landscape and achieve r…