2 citations · 2 across the 3 of their papers we have counts for
3 papers
cs.LG2025
PERM EQ x GRAPH EQ: Equivariant Neural Networks for Quantum Molecular Learning
Saumya Biswas, Jiten Oswal
In hierarchal order of molecular geometry, we compare the performances of Geometric Quantum Machine Learning models. Two molecular datasets are considered: the simplistic linear sh…
quant-ph2025
HARLI CQUINN: Higher Adjusted Randomness with Linear In Complexity QUantum INspired Networks for K-Means
Jiten Oswal, Saumya Biswas
We contrast a minimalistic implementation of quantum k-means algorithm to classical k-means algorithm. With classical simulation results, we demonstrate a quantum performance, on a…
quant-ph2024★ 2 cited
Topological argument for robustness of coherent states in quantum optics
Saumya Biswas, Amrit De, Avik Dutt
Coherent states, being the closest analog to classical states of wave systems, are well known to possess special properties that set them apart from most other quantum optical stat…