12 citations · 15 across the 8 of their papers we have counts for
8 papers
A Quantitative Study of Sustained Focus in Large Language Models via Repetitive Deterministic Prediction Tasks
Wanda Hou, Leon Zhou, Hong-Ye Hu +3
We investigate the performance of large language models (LLMs) on repetitive deterministic prediction tasks and study how the sequence accuracy rate (SAR) scales with output length…
Machine learning the effects of many quantum measurements
Wanda Hou, Samuel J. Garratt, Norhan M. Eassa +4
Measurements are essential for the processing and protection of information in quantum computers. They can also induce long-range entanglement between unmeasured qubits. However, w…
Measurement-Based Quantum Diffusion Models
Xinyu Liu, Jingze Zhuang, Wanda Hou +1
We introduce measurement-based quantum diffusion models that bridge classical and quantum diffusion theory through randomized weak measurements. The measurement-based approach natu…
Machine Learning Symmetry Discovery for Integrable Hamiltonian Dynamics
Wanda Hou, Molan Li, Yi-Zhuang You
We propose a data-driven Machine-Learning Symmetry Discovery (MLSD) framework for identifying continuous symmetry generators and their Lie-algebraic structure directly from phase-s…
Sequential learning on a Tensor Network Born machine with Trainable Token Embedding
Wanda Hou, Miao Li, Yi-Zhuang You
Generative models aim to learn the probability distributions underlying data, enabling the generation of new, realistic samples. Quantum inspired generative models, such as Born ma…
Superconductivity from Doping Symmetric Mass Generation Insulators: Application to LaNiO under Pressure
Da-Chuan Lu, Miao Li, Zhao-Yi Zeng +4
We investigate the bilayer nickelates as a platform to realize the symmetric mass generation (SMG) insulator, a featureless Mott insulator that arises due to the Lieb-Schultz-Matti…
Machine Learning Renormalization Group for Statistical Physics
Wanda Hou, Yi-Zhuang You
We develop a Machine-Learning Renormalization Group (MLRG) algorithm to explore and analyze many-body lattice models in statistical physics. Using the representation learning capab…
Variational Monte Carlo Study of Symmetric Mass Generation in a Bilayer Honeycomb Lattice Model
Wanda Hou, Yi-Zhuang You
We investigate a bilayer honeycomb lattice model of spin-1/2 fermions at half-filling with local Heisenberg coupling of fermion spins across the two layers. Using variational Monte…