“Short-length” Adversarial Training Helps LLMs Defend “Long-length” Jailbreak Attacks: Theoretical and Empirical Evidence
Authors: Shaopeng Fu, Liang Ding, Di Wang | Published: 2025-02-06
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Online Gradient Boosting Decision Tree: In-Place Updates for Efficient Adding/Deleting Data
Authors: Huawei Lin, Jun Woo Chung, Yingjie Lao, Weijie Zhao | Published: 2025-02-03
Adversarial Robustness in Two-Stage Learning-to-Defer: Algorithms and Guarantees
Authors: Yannis Montreuil, Axel Carlier, Lai Xing Ng, Wei Tsang Ooi | Published: 2025-02-03
AgentBreeder: Mitigating the AI Safety Impact of Multi-Agent Scaffolds via Self-Improvement
Authors: J Rosser, Jakob Nicolaus Foerster | Published: 2025-02-02 | Updated: 2025-04-14
Safety at Scale: A Comprehensive Survey of Large Model Safety
Authors: Xingjun Ma, Yifeng Gao, Yixu Wang, Ruofan Wang, Xin Wang, Ye Sun, Yifan Ding, Hengyuan Xu, Yunhao Chen, Yunhan Zhao, Hanxun Huang, Yige Li, Jiaming Zhang, Xiang Zheng, Yang Bai, Zuxuan Wu, Xipeng Qiu, Jingfeng Zhang, Yiming Li, Xudong Han, Haonan Li, Jun Sun, Cong Wang, Jindong Gu, Baoyuan Wu, Siheng Chen, Tianwei Zhang, Yang Liu, Mingming Gong, Tongliang Liu, Shirui Pan, Cihang Xie, Tianyu Pang, Yinpeng Dong, Ruoxi Jia, Yang Zhang, Shiqing Ma, Xiangyu Zhang, Neil Gong, Chaowei Xiao, Sarah Erfani, Tim Baldwin, Bo Li, Masashi Sugiyama, Dacheng Tao, James Bailey, Yu-Gang Jiang | Published: 2025-02-02 | Updated: 2025-03-19
LLM Safety Alignment is Divergence Estimation in Disguise
Authors: Rajdeep Haldar, Ziyi Wang, Qifan Song, Guang Lin, Yue Xing | Published: 2025-02-02
Byzantine-Resilient Zero-Order Optimization for Communication-Efficient Heterogeneous Federated Learning
Authors: Maximilian Egger, Mayank Bakshi, Rawad Bitar | Published: 2025-01-31
BounTCHA: A CAPTCHA Utilizing Boundary Identification in Guided Generative AI-extended Videos
Authors: Lehao Lin, Ke Wang, Maha Abdallah, Wei Cai | Published: 2025-01-30 | Updated: 2025-04-01
Smoothed Embeddings for Robust Language Models
Authors: Ryo Hase, Md Rafi Ur Rashid, Ashley Lewis, Jing Liu, Toshiaki Koike-Akino, Kieran Parsons, Ye Wang | Published: 2025-01-27
Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning
Authors: Lili Zhang, Quanyan Zhu, Herman Ray, Ying Xie | Published: 2025-01-26