Papers with Prompt-as-a-Service frameworks
TrojanWave: Exploiting Prompt Learning for Stealthy Backdoor Attacks on Large Audio-Language Models (2025.emnlp-main)
Copied to clipboard
| Challenge: | Recent studies have shown that ALMs are vulnerable to adversarial attacks. |
| Approach: | They propose a backdoor attack tailored to the prompt-learning setting in frozen audio-language models. |
| Outcome: | The proposed method injects backdoors solely through learnable prompts, making it highly scalable and effective in few-shot settings. |