| | --- |
| | license: cc0-1.0 |
| | language: |
| | - en |
| | tags: |
| | - physics |
| | - quantum-monte-carlo |
| | - fractional-quantum-hall |
| | pretty_name: DeepHall Data |
| | arxiv: 2412.14795 |
| | viewer: false |
| | --- |
| | |
| | # Data for the Study: "Taming Landau Level Mixing in Fractional Quantum Hall States with Deep Learning" |
| |
|
| | This dataset contains the raw data and plotting code used in the study titled: |
| |
|
| | "[Taming Landau Level Mixing in Fractional Quantum Hall States with Deep Learning](https://arxiv.org/abs/2412.14795)" |
| |
|
| | The relevant code is available at https://github.com/bytedance/DeepHall. |
| |
|
| | ## Data Files |
| |
|
| | The data directories are named following the convention `n{number of electrons}l{flux}/k{interaction strength kappa}`. |
| |
|
| | For each calculation, the following data are included: |
| |
|
| | - `config.yml`: Hyperparameters used in the simulation. |
| | - `train_stats.csv`: Energy, angular momentum, and other quantities at each training step. |
| | - `ckpt_xxxxxx.npz`: Checkpoint of the final state, including network parameters, walker coordinates, and other relevant quantities. |
| | - `energy/`: NetObs energy evaluation results with fixed parameters. |
| | - `1rdm/`, `overlap/`, `pair_corr/`: NetObs evaluation of the one-body reduced density matrix (1-RDM), overlap with the Laughlin wavefunction, and the pair correlation function. |
| |
|
| | For the electron densities of quasiparticle and quasihole states, the data are placed in `nxlx/kx/lz{angular momentum in the z direction}`, with: |
| |
|
| | - `density/`: NetObs evaluation of electron density. |
| |
|
| | ## Code for Plotting Figures |
| |
|
| | - `prep.py`: Script to process data and create `energy_vs_n.csv` and `llm_1_3.csv` for use in plotting. |
| | - `plot.ipynb`: Jupyter notebook for generating the plots. |
| |
|
