SimMark: A Robust Sentence-Level Similarity-Based Watermarking Algorithm for Large Language Models
Authors: Amirhossein Dabiriaghdam, Lele Wang | Published: 2025-02-05 | Updated: 2025-09-11
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Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting
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Online Gradient Boosting Decision Tree: In-Place Updates for Efficient Adding/Deleting Data
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Adversarial Robustness in Two-Stage Learning-to-Defer: Algorithms and Guarantees
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AgentBreeder: Mitigating the AI Safety Impact of Multi-Agent Scaffolds via Self-Improvement
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Model Provenance Testing for Large Language Models
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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