Protecting Confidentiality, Privacy and Integrity in Collaborative Learning

Authors: Dong Chen, Alice Dethise, Istemi Ekin Akkus, Ivica Rimac, Klaus Satzke, Antti Koskela, Marco Canini, Wei Wang, Ruichuan Chen | Published: 2024-12-11 | Updated: 2025-04-17
2024.12.11
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GLL: A Differentiable Graph Learning Layer for Neural Networks

Authors: Jason Brown, Bohan Chen, Harris Hardiman-Mostow, Jeff Calder, Andrea L. Bertozzi | Published: 2024-12-11
2024.12.11 2025.04.03
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Heuristic-Induced Multimodal Risk Distribution Jailbreak Attack for Multimodal Large Language Models

Authors: Ma Teng, Jia Xiaojun, Duan Ranjie, Li Xinfeng, Huang Yihao, Chu Zhixuan, Liu Yang, Ren Wenqi | Published: 2024-12-08 | Updated: 2025-01-03
2024.12.08 2025.04.03
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DP-2Stage: Adapting Language Models as Differentially Private Tabular Data Generators

Authors: Tejumade Afonja, Hui-Po Wang, Raouf Kerkouche, Mario Fritz | Published: 2024-12-03 | Updated: 2025-04-29
2024.12.03
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Intermediate Outputs Are More Sensitive Than You Think

Authors: Tao Huang, Qingyu Huang, Jiayang Meng | Published: 2024-12-01
2024.12.01 2025.04.03
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VLSBench: Unveiling Visual Leakage in Multimodal Safety

Authors: Xuhao Hu, Dongrui Liu, Hao Li, Xuanjing Huang, Jing Shao | Published: 2024-11-29 | Updated: 2025-01-17
2024.11.29 2025.04.03
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LUMIA: Linear probing for Unimodal and MultiModal Membership Inference Attacks leveraging internal LLM states

Authors: Luis Ibanez-Lissen, Lorena Gonzalez-Manzano, Jose Maria de Fuentes, Nicolas Anciaux, Joaquin Garcia-Alfaro | Published: 2024-11-29 | Updated: 2025-01-10
2024.11.29 2025.04.03
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CantorNet: A Sandbox for Testing Geometrical and Topological Complexity Measures

Authors: Michal Lewandowski, Hamid Eghbalzadeh, Bernhard A. Moser | Published: 2024-11-29 | Updated: 2025-01-28
2024.11.29 2025.04.03
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Immune: Improving Safety Against Jailbreaks in Multi-modal LLMs via Inference-Time Alignment

Authors: Soumya Suvra Ghosal, Souradip Chakraborty, Vaibhav Singh, Tianrui Guan, Mengdi Wang, Ahmad Beirami, Furong Huang, Alvaro Velasquez, Dinesh Manocha, Amrit Singh Bedi | Published: 2024-11-27 | Updated: 2025-03-20
2024.11.27 2025.04.03
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SoK: Decentralized AI (DeAI)

Authors: Zhipeng Wang, Rui Sun, Elizabeth Lui, Vatsal Shah, Xihan Xiong, Jiahao Sun, Davide Crapis, William Knottenbelt | Published: 2024-11-26 | Updated: 2025-04-16
2024.11.26
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