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

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

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

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

CleanVul: Automatic Function-Level Vulnerability Detection in Code Commits Using LLM Heuristics

Authors: Yikun Li, Ting Zhang, Ratnadira Widyasari, Yan Naing Tun, Huu Hung Nguyen, Tan Bui, Ivana Clairine Irsan, Yiran Cheng, Xiang Lan, Han Wei Ang, Frank Liauw, Martin Weyssow, Hong Jin Kang, Eng Lieh Ouh, Lwin Khin Shar, David Lo | Published: 2024-11-26 | Updated: 2025-01-16