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

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

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

ChatNVD: Advancing Cybersecurity Vulnerability Assessment with Large Language Models

Authors: Shivansh Chopra, Hussain Ahmad, Diksha Goel, Claudia Szabo | Published: 2024-12-06 | Updated: 2025-05-20

On the Lack of Robustness of Binary Function Similarity Systems

Authors: Gianluca Capozzi, Tong Tang, Jie Wan, Ziqi Yang, Daniele Cono D'Elia, Giuseppe Antonio Di Luna, Lorenzo Cavallaro, Leonardo Querzoni | Published: 2024-12-05 | Updated: 2025-05-22

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

Intermediate Outputs Are More Sensitive Than You Think

Authors: Tao Huang, Qingyu Huang, Jiayang Meng | Published: 2024-12-01

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

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

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