RLSA-PFL: Robust Lightweight Secure Aggregation with Model Inconsistency Detection in Privacy-Preserving Federated Learning

Authors: Nazatul H. Sultan, Yan Bo, Yansong Gao, Seyit Camtepe, Arash Mahboubi, Hang Thanh Bui, Aufeef Chauhan, Hamed Aboutorab, Michael Bewong, Dineshkumar Singh, Praveen Gauravaram, Rafiqul Islam, Sharif Abuadbba | Published: 2025-02-13 | Updated: 2025-04-16
2025.02.13
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RESIST: Resilient Decentralized Learning Using Consensus Gradient Descent

Authors: Cheng Fang, Rishabh Dixit, Waheed U. Bajwa, Mert Gurbuzbalaban | Published: 2025-02-11
2025.02.11 2025.04.03
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Scalable and Ethical Insider Threat Detection through Data Synthesis and Analysis by LLMs

Authors: Haywood Gelman, John D. Hastings | Published: 2025-02-10 | Updated: 2025-04-07
2025.02.10
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Membership Inference Risks in Quantized Models: A Theoretical and Empirical Study

Authors: Eric Aubinais, Philippe Formont, Pablo Piantanida, Elisabeth Gassiat | Published: 2025-02-10
2025.02.10 2025.04.03
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Generating Privacy-Preserving Personalized Advice with Zero-Knowledge Proofs and LLMs

Authors: Hiroki Watanabe, Motonobu Uchikoshi | Published: 2025-02-10 | Updated: 2025-04-24
2025.02.10
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“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
2025.02.06 2025.04.03
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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
2025.02.03 2025.04.03
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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
2025.02.03 2025.04.03
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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
2025.02.02
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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
2025.02.02 2025.04.03
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