Bootstrapping LLM Robustness for VLM Safety via Reducing the Pretraining Modality Gap
机构 * Computer Science Department UCLA(计算机科学系,加州大学洛杉矶分校) ; Cisco Systems Inc.(思科系统公司)
大厂专区
机构 * Computer Science Department UCLA(计算机科学系,加州大学洛杉矶分校) ; Cisco Systems Inc.(思科系统公司)
机构 * Department of ECE University of Minnesota(电子工程系明尼苏达大学) ; Data Science Institute University of Chicago(数据科学研究所芝加哥大学) ; Carlson School of Management University of Minnesota(卡尔森管理学院明尼苏达大学) ; Department of Surgery University of Minnesota(外科系明尼苏达大学) ; Cisco Research(思科研究) ; School of Statistics University of Minnesota(统计学学院明尼苏达大学)
Comments Accepted by ICML 2025
机构 * The Ohio State University(俄亥俄州立大学) ; Cisco Research(思科研究) ; UC, San Diego(圣地亚哥大学)
机构 * Cisco Systems(思科系统) ; R6 Security(R6安全) ; Independent Security Researcher(独立安全研究者)
机构 * University of Oregon(俄勒冈大学) ; Adobe Research(Adobe研究) ; Cisco AI Research(思科人工智能研究) ; Pacific Northwest National Laboratory(太平洋西北国家实验室) ; Rensselaer Polytechnic Institute(拉特格斯理工学院)
机构 * Dolby Laboratories(多利贝实验室) ; The Ohio State University(俄亥俄州立大学) ; Cisco Systems(思科系统)
Comments TMLR 2025 Camera Ready Version
机构 * UC, San Diego(UC圣地亚哥分校) ; Tencent AI Lab Seattle(腾讯AI实验室(西雅图)) ; University of Washington(华盛顿大学) ; Cisco(思科公司)
Comments Dataset is available at https://huggingface.co/datasets/YWZBrandon/wikidyk
机构 * Amazon Web Services(亚马逊网络服务) ; Intuit ; Cisco Systems(Cisco系统)
Comments 15 pages, 6 figures, 6 code listings, Supported and endorsed by OWASP GenAI ASI Project
机构 * Cohere for AI Community(Cohere for AI社区) ; Cisco Meraki ; Indiana University Bloomington(印第安纳大学布卢明顿分校) ; Bangladesh University of Engineering and Technology(孟加拉工程与技术大学)
Comments Accepted at ReGenAI CVPR2025 Workshop as Oral
机构 * Cisco Systems, Inc.(思科系统公司) ; Bombay International School(孟买国际学校)
机构 * New Jersey Institute of Technology(新泽西理工学院) ; Wake Forest University(威克森林大学) ; Cisco Research(思科研究)
Comments Accepted by ICLR 2025
机构 * Foundation AI – Cisco Systems Inc.(基础AI – 奇思科技公司) ; Yale University(耶鲁大学) ; Security & Trust Organization – Cisco Systems Inc.(安全与信任组织 – 奇思科技公司)