Comments (1)
Hi Dear @f4str , incorporating NLP into ART isn't a bad idea!, I hope the goal will be to "backdoored" these LLMs or "poisoned" these models to better understand their potential vulnerabilities and flaws,? because if the goal is simply to insert HuggingFace
models that are based on pre-trainer models that are themselves vulnerable .....
In short, a technical problem to bear in mind: a stand-alone tokenizer
is less useful for ART use cases( I think ) because it's specific to a particular HuggingFace
model and adds unnecessary complexity?
On the other hand, decoupling the tokenizer
may introduce unnecessary complexity into the estimator creation process.
An improvement(s) could consist in : A mechanism for dynamically selecting the appropriate tokenizer
based on the specified model. Adding automatic model loading to streamline the model preparation process, with integration with ART's tuning capabilities to enable optimization of HuggingFace's future models and tasks, which change on an almost monthly or quarterly basis, so as not to disrupt ART's existing structure.
Thanks ! : )
from adversarial-robustness-toolbox.
Related Issues (20)
- Not generating Adversarial examples HOT 1
- PyTorch classes that check torch.optim.lr_scheduler._LRScheduler HOT 1
- AdversarialTrainer parameter name missmatch HOT 2
- Incorrect Documentation regarding attacks.poisoning HOT 1
- Auto PGD not working with DLR loss for binary classification HOT 1
- ERROR collecting tests/attacks/evasion/test_brendel_and_bethge.py
- Measured Linf norm exceeds epsilon for ACG HOT 1
- Risky values in tests
- Gradient Explosion
- Robust
- Rr
- adversarial audio example notebook not giving the same results HOT 2
- Unable to utilize PytorchClassifier for ASR model HOT 1
- List of projects/tools utilising ART [JATIC-I4-IBM]
- Attack > Evasion > Momentum Iterative Method: major issues HOT 1
- Package cannot be imported after installing with pip HOT 3
- Deprecated `pkg_resources` raises `DeprecationWarning`s HOT 3
- UserWarning and RuntimeError in ProjectedGradientDescent due to Non-Writable NumPy Array and Device Mismatch HOT 1
- Acknowledged contributor (mistakenly?) removed from `AUTHORS` off-PR HOT 2
- KerasClassifier not compatible with latest versions of Keras and TensorFlow HOT 2
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