Develop a robust AI solution to identify poisoned samples within the training dataset. You will be provided with:

1.  A training CSV file containing a mix of clean and potentially poisoned samples.
1.  A test CSV file consisting solely of clean samples, meticulously labeled by industry experts.

**Note:** You are not allowed to train your model based on the labeled samples (test.csv) to find the poisoned samples. You must use the attack methods mentioned in the rules section to mimic data poisoning based on the test samples. Then, develop your own approach to identify the poisoned samples.