-
**Describe the bug**
For the same model, I can compute output bounds successfully for some choices of epsilon-balls, but receive 2 different errors for some other choices of the epsilon-ball. These e…
-
I am trying to compute bounds on multiple models in parallel using the `multiprocessing` library. This works fine when using IBP or CROWN, but when using `alpha-CROWN`, I get very nondescript (fatal) …
-
Hello huanzhang,
I saw in Built-in Models, there is a brelu" (7-layer CNN with Bounded ReLU) option. but brelu is missing inside the train network codes(train_models.py; train_2layer.py; train_nlay…
-
I have been experimenting with the alpha-beta-crown tool and encountered the following error while running it for some input data.
alpha-beta-crown) h@pillar1:~/project3/project3_2$ python /home…
-
Thanks for your great work, but I have some question when using auto_LiRPA
I would like to know if the auto_LiRPA tool can handle networks that include multiplication operations. If so, how should …
-
**Describe the bug**
I was delighted to see that `auto_LiRPA` can bound ConvTranspose layers out of the box, but, unfortunately, CROWN in batch mode doesn't seem to work.
**To Reproduce**
Code to…
-
It seems that the library uses a custom library named tools. in var_utils.py there are many referebces of that as:
```
from tools.custom_torch_modules import Add, Mul, Flatten
import tools.bab_to…
-
**Describe the bug**
I am trying to replicate a Weibull distribution with a Neural Network. This requires taking the Neural Network outputs, $\lambda$ and $k$ and raising $\lambda$ to the power of $k…
-
Hi, I am using alpha-beta-CROWN to certify a model, called CNN7, on CIFAR10 dataset. However, I met "CUDA out of memory error":
```
torch.cuda.OutOfMemoryError: CUDA out of memory. Tried to alloca…
41968 updated
5 months ago
-
https://docs.microsoft.com/en-us/style-guide/capitalization
Microsoft's capitalization page says,
> Microsoft style uses sentence-style capitalization. That means everything is lowercase except …