2 papers
quant-ph2024
Enforcing exact permutation and rotational symmetries in the application of quantum neural network on point cloud datasets
Zhelun Li, Lento Nagano, Koji Terashi
Recent developments in the field of quantum machine learning have promoted the idea of incorporating physical symmetries in the structure of quantum circuits. A crucial milestone i…
cs.LG2023
Rethinking SO(3)-equivariance with Bilinear Tensor Networks
Chase Shimmin, Zhelun Li, Ema Smith
Many datasets in scientific and engineering applications are comprised of objects which have specific geometric structure. A common example is data which inhabits a representation…