88 citations · 126 across the 4 of their papers we have counts for
4 papers
EquiformerV2: Improved Equivariant Transformer for Scaling to Higher-Degree Representations
Yi-Lun Liao, Brandon Wood, Abhishek Das +1
Equivariant Transformers such as Equiformer have demonstrated the efficacy of applying Transformers to the domain of 3D atomistic systems. However, they are limited to small degree…
Quantum Optimization for Training Quantum Neural Networks
Yidong Liao, Min-Hsiu Hsieh, Chris Ferrie
Training quantum neural networks (QNNs) using gradient-based or gradient-free classical optimisation approaches is severely impacted by the presence of barren plateaus in the cost…
Quantum advantage in training binary neural networks
Yidong Liao, Daniel Ebler, Feiyang Liu +1
The performance of a neural network for a given task is largely determined by the initial calibration of the network parameters. Yet, it has been shown that the calibration, also r…
Quantum superintegrable system with a novel chain structure of quadratic algebras
Yidong Liao, Ian Marquette, Yao-Zhong Zhang
We analyse the -dimensional superintegrable Kepler-Coulomb system with non-central terms. We find a novel underlying chain structure of quadratic algebras formed by the integral…