大模型对齐与安全

SEA: Supervised Embedding Alignment for Token-Level Visual-Textual Integration in MLLMs

Yuanyang Yin, Yaqi Zhao, Yajie Zhang, Yuanxing Zhang, Ke Lin, Jiahao Wang, Xin Tao, Pengfei Wan, Wentao Zhang, Feng Zhao

机构 * University of Science and Technology of China（中国科学技术大学） ； Peking University（北京大学） ； Kuaishou Technology（快手科技） 纠错

专题命中 其他安全 ：alignment(title,abstract)

OSC: Cognitive Orchestration through Dynamic Knowledge Alignment in Multi-Agent LLM Collaboration

Jusheng Zhang, Yijia Fan, Kaitong Cai, Xiaofei Sun, Keze Wang

机构 * Sun Yat-sen University（中山大学） ； Alibaba Group（阿里巴巴集团） 纠错

专题命中 其他安全 ：alignment(title)；分类 cs.AI

Comments Accepted at EMNLP 2025 (Long Paper)

Context Engineering for Trustworthiness: Rescorla Wagner Steering Under Mixed and Inappropriate Contexts

Rushi Wang, Jiateng Liu, Cheng Qian, Yifan Shen, Yanzhou Pan, Zhaozhuo Xu, Ahmed Abbasi, Heng Ji, Denghui Zhang

专题命中 其他安全 ：safety(abstract)；分类 cs.CL、cs.AI

Comments 36 pages, 7 figures

QCA-MolGAN: Quantum Circuit Associative Molecular GAN with Multi-Agent Reinforcement Learning

Aaron Mark Thomas, Yu-Cheng Chen, Hubert Okadome Valencia, Sharu Theresa Jose, Ronin Wu

机构 * Department of Computer Science（计算机科学系） ； University of Birmingham（伯明翰大学） ； QunaSys Europe（QunaSys欧洲分公司） ； Hon Hai Research Institute（鸿海研究机构） ； Departement of Computer Science（计算机科学系） 纠错

专题命中 其他安全 ：alignment(abstract)；分类 cs.LG

Comments Accepted to the proceedings of IEEE Quantum Artificial Intelligence, 6 pages, 3 figures

Ontology-Aligned Embeddings for Data-Driven Labour Market Analytics

Heinke Hihn, Dennis A. V. Dittrich, Carl Jeske, Cayo Costa Sobral, Helio Pais, Timm Lochmann

机构 * IU International University of Applied Sciences, Department of Computer Science and Engineering（国际应用科学大学计算机科学与工程系） ； The Stepstone Group, AI Labs（Stepstone集团人工智能实验室） 纠错

专题命中 其他安全 ：alignment(abstract)；分类 cs.LG

Comments Workshop SIG Knowledge Management (FG WM) at KI2025, Potsdam, Germany

Multimodal Foundation Model-Driven User Interest Modeling and Behavior Analysis on Short Video Platforms

Yushang Zhao, Yike Peng, Li Zhang, Qianyi Sun, Zhihui Zhang, Yingying Zhuang

专题命中 其他安全 ：alignment(abstract)；分类 cs.LG

Translating Federated Learning Algorithms in Python into CSP Processes Using ChatGPT

Miroslav Popovic, Marko Popovic, Miodrag Djukic, Ilija Basicevic

专题命中 其他安全 ：safety(abstract)；分类 cs.AI

Comments 6 pages, 4 tables; Published by IEEE Xplore

Analyzing Gait Adaptation with Hemiplegia Simulation Suits and Digital Twins

Jialin Chen, Jeremie Clos, Dominic Price, Praminda Caleb-Solly

机构 * University of Nottingham, UK（诺丁汉大学） 纠错

专题命中 其他安全 ：safety(abstract)

Comments 7 pages, accepted at EMBC 2025, presented at the conference

Interpretable Deep Transfer Learning for Breast Ultrasound Cancer Detection: A Multi-Dataset Study

Mohammad Abbadi, Yassine Himeur, Shadi Atalla, Wathiq Mansoor

机构 * College of Engineering and Information Technology（工程与信息技术学院） 纠错

专题命中 其他安全 ：safety(abstract)

Comments 6 pages, 2 figures and 1 table

Efficient Video-to-Audio Generation via Multiple Foundation Models Mapper

Gehui Chen, Guan'an Wang, Xiaowen Huang, Jitao Sang

机构 * School of Computer Science ； Technology, Beijing Jiaotong University Beijing China ； Beijing Key Laboratory of Traffic Data Mining ； Key Laboratory of Big Data \& Artificial Intelligence in Transportation, Ministry of Education Beijing China ； Technology, Beijing Jiaotong University ； Key Laboratory of Big Data \& Artificial Intelligence in Transportation, Ministry of Education 纠错

专题命中 其他安全 ：alignment(abstract)