Towards unified multimodal editing with enhanced knowledge collaboration

• Main Authors: PAN, Kaihang, FAN, Zhaoyu, LI, Juncheng, YU, Qifan, FEI, Hao, TANG, Siliang, HONG, Richang, ZHANG, Hanwang, Qianru SUN
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Multimodal LLMs; Knowledge editing; Intrinsic knowledge editing; External knowledge resorting; Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/9401; https://ink.library.smu.edu.sg/context/sis_research/article/10401/viewcontent/2409.19872v2__2_.pdf
• Institution: Singapore Management University

The swift advancement in Multimodal LLMs (MLLMs) also presents significant challenges for effective knowledge editing. Current methods, including intrinsic knowledge editing and external knowledge resorting, each possess strengths and weaknesses, struggling to balance the desired properties of relia...