Quantum-classical simulation of quantum field theory by quantum circuit
learningAnnals of Physics (Ann. Phys.), 2023 |
Alternating Local Enumeration (TnALE): Solving Tensor Network Structure
Search with Fewer EvaluationsInternational Conference on Machine Learning (ICML), 2023 |
Tensor networks for quantum machine learningProceedings of the Royal Society A (Proc. R. Soc. A), 2023 |
What Makes Data Suitable for a Locally Connected Neural Network? A
Necessary and Sufficient Condition Based on Quantum EntanglementNeural Information Processing Systems (NeurIPS), 2023 |
On the Ability of Graph Neural Networks to Model Interactions Between
VerticesNeural Information Processing Systems (NeurIPS), 2022 |
Deep tensor networks with matrix product operatorsQuantum Machine Intelligence (QMI), 2022 |
Implicit Regularization in Hierarchical Tensor Factorization and Deep
Convolutional Neural NetworksInternational Conference on Machine Learning (ICML), 2022 |