6 citations · 6 across the 3 of their papers we have counts for
3 papers
Constitutional Classifiers++: Efficient Production-Grade Defenses against Universal Jailbreaks
Hoagy Cunningham, Jerry Wei, Zihan Wang +26
We introduce enhanced Constitutional Classifiers that deliver production-grade jailbreak robustness with dramatically reduced computational costs and refusal rates compared to prev…
Scalable Diverse Model Selection for Accessible Transfer Learning
Daniel Bolya, Rohit Mittapalli, Judy Hoffman
With the preponderance of pretrained deep learning models available off-the-shelf from model banks today, finding the best weights to fine-tune to your use-case can be a daunting t…
Likelihood Landscapes: A Unifying Principle Behind Many Adversarial Defenses
Fu Lin, Rohit Mittapalli, Prithvijit Chattopadhyay +2
Convolutional Neural Networks have been shown to be vulnerable to adversarial examples, which are known to locate in subspaces close to where normal data lies but are not naturally…