Papers with few-shot prompt tuning
TrojFSP: Trojan Insertion in Few-shot Prompt Tuning (2024.naacl-long)
Copied to clipboard
| Challenge: | Prompt tuning on a few data samples presents security issues, e.g., Trojan attacks. |
| Approach: | They propose a method to transfer established data poisoning attacks directly to few-shot prompt tuning, a technique to address the poisoned imbalance issue. |
| Outcome: | The proposed method achieves an ASR of over 99% while maintaining negligible decreases in CDA. |