LiteLMGuard: Seamless and Lightweight On-Device Guardrails for Small Language Models against Quantization Vulnerabilities
Kalyan Nakka, Ausmit Mondal Jimmy Dani, Nitesh Saxena, Junyuan Hong, Junyuan Hong, Jinhao Duan, Chenhui Zhang, Zhang-Heng Li, Chulin Xie, Kelsey Lieberman, James Diffenderfer, B. Bartoldson, Ajay Jaiswal, Kaidi, Aaron Hurst, A. Lerer, Adam P. Goucher, Adam Perelman, Aditya Ramesh, Aidan Clark, AJ Ostrow, Akila Welihinda, Alan Hayes, A. Radford, Neel Jain, Avi Schwarzschild, Yuxin Wen, Gowthami Somepalli, John Kirchenbauer, Ping-Yeh Chiang and 48 others
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Abstract
Kalyan Nakka, Jimmy Dani, Ausmit Mondal, Nitesh Saxena. Proceedings of the 14th International Joint Conference on Natural Language Processing and the 4th Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics. 2025.