2 papers
cs.LG2026
The Alchemy of Thought: Understanding In-Context Learning Through Supervised Classification
Harshita Narnoli, Mihai Surdeanu
In-context learning (ICL) has become a prominent paradigm to rapidly customize LLMs to new tasks without fine-tuning. However, despite the empirical evidence of its usefulness, we…
cs.CR2024
Finding a Wolf in Sheep's Clothing: Combating Adversarial Text-To-Image Prompts with Text Summarization
Portia Cooper, Harshita Narnoli, Mihai Surdeanu
Text-to-image models are vulnerable to the stepwise "Divide-and-Conquer Attack" (DACA) that utilize a large language model to obfuscate inappropriate content in prompts by wrapping…