private-data-generation

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Hi, why do generator (and discriminator) inputs include category tensor? I don't understand torch.multinomial's reason, but if it represents labels, why is it forwarded to the generator and discriminator?

milwd

Bumps [numpy](https://github.com/numpy/numpy) from 1.13.3 to 1.22.0. Release notes Sourced from numpy's releases. v1.22.0 NumPy 1.22.0 Release Notes NumPy 1.22.0 is a big release featuring the work of 153 contributors spread...

dependabot[bot]

Different auc with the result

1

Hi I run demo: python evaluate.py --target-variable='income' --train-data-path=./data/adult_processed_train.csv --test-data-path=./data/adult_processed_test.csv --normalize-data dp-wgan --enable-privacy --sigma=0.8 --target-epsilon=8 But I get very low auc: AUC scores of downstream classifiers on test data : LR:...

Hiramdu

In the RDP accountant function, the noise multiplier is defined as the noise scale added to the gaussian for perturbing the gradients divided by the sensitivity which is Sigma*C/2C where...

adityakunar

Hi, I got this error message when running pate-gan with the breast cancer dataset. `Traceback (most recent call last): File "evaluate.py", line 144, in lap_scale=opt.lap_scale, class_ratios=class_ratios, lr=1e-4)) File "/content/private-data-generation/models/pate_gan.py", line...

juliecious

Is the example output real?

2

Hi there, First I wanted to say fantastic work, I'm looking forward to hopefully implementing this on some projects. I've just run your example code: `python evaluate.py --target-variable='income' --train-data-path=./data/adult_processed_train.csv --test-data-path=./data/adult_processed_test.csv...

NasonZ

I'm installing the requirements in requirement.txt in a conda environment like this. ``` # Name Version Build Channel _libgcc_mutex 0.1 main _openmp_mutex 5.1 1_gnu bzip2 1.0.8 h7b6447c_0 ca-certificates 2023.08.22 h06a4308_0...

anhquan3012

Bumps [scipy](https://github.com/scipy/scipy) from 0.19.1 to 1.10.0. Release notes Sourced from scipy's releases. SciPy 1.10.0 Release Notes SciPy 1.10.0 is the culmination of 6 months of hard work. It contains many...

dependabot[bot]

## Description Upon inspecting PATE-GAN, I noticed a couple of potential issues: * The model expects already processed/scaled data (the processing is done outside of the model, i.e., [here](https://github.com/BorealisAI/private-data-generation/blob/master/evaluate.py#L126)), and...

ganevgv

## Description Upon inspecting PATE-GAN, I believe there is a forgotten log operation in the moments accountant on [L54](https://github.com/BorealisAI/private-data-generation/blob/master/utils/helper.py#L54) (corresponding to the second term in Algorithm 1 on page 7...

ganevgv