no code implementations • 18 Mar 2024 • Junyuan Hong, Jinhao Duan, Chenhui Zhang, Zhangheng Li, Chulin Xie, Kelsey Lieberman, James Diffenderfer, Brian Bartoldson, Ajay Jaiswal, Kaidi Xu, Bhavya Kailkhura, Dan Hendrycks, Dawn Song, Zhangyang Wang, Bo Li
While state-of-the-art (SoTA) compression methods boast impressive advancements in preserving benign task performance, the potential risks of compression in terms of safety and trustworthiness have been largely neglected.
1 code implementation • 8 Feb 2024 • Kelsey Lieberman, Shuai Yuan, Swarna Kamlam Ravindran, Carlo Tomasi
Although binary classification is a well-studied problem in computer vision, training reliable classifiers under severe class imbalance remains a challenging problem.
1 code implementation • NeurIPS 2023 • Kelsey Lieberman, James Diffenderfer, Charles Godfrey, Bhavya Kailkhura
Our benchmarks, spectral inspection tools, and findings provide a crucial bridge to the real-world adoption of NIC.