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
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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
Model Provenance Testing for Large Language Models
Authors: Ivica Nikolic, Teodora Baluta, Prateek Saxena | Published: 2025-02-02 | Updated: 2025-10-30
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
Riddle Me This! Stealthy Membership Inference for Retrieval-Augmented Generation
Authors: Ali Naseh, Yuefeng Peng, Anshuman Suri, Harsh Chaudhari, Alina Oprea, Amir Houmansadr | Published: 2025-02-01 | Updated: 2025-06-30
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
Large Language Models for Cryptocurrency Transaction Analysis: A Bitcoin Case Study
Authors: Yuchen Lei, Yuexin Xiang, Qin Wang, Rafael Dowsley, Tsz Hon Yuen, Kim-Kwang Raymond Choo, Jiangshan Yu | Published: 2025-01-30 | Updated: 2025-09-04
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