大模型对齐与安全

MGT-Prism: Enhancing Domain Generalization for Machine-Generated Text Detection via Spectral Alignment

Shengchao Liu, Xiaoming Liu, Chengzhengxu Li, Zhaohan Zhang, Guoxin Ma, Yu Lan, Shuai Xiao

机构 * Faculty of Electronic and Information Engineering, Xi’an Jiaotong University（电子与信息工程学院，西安交通大学） ； Queen Mary University of London（伦敦大学玛丽女王学院） ； Alibaba（阿里巴巴） 纠错

专题命中 其他安全 ：alignment(title,abstract)；分类 cs.CL

Multi-layer Abstraction for Nested Generation of Options (MANGO) in Hierarchical Reinforcement Learning

Alessio Arcudi, Davide Sartor, Alberto Sinigaglia, Vincent François-Lavet, Gian Antonio Susto

机构 * Human Inspired Technology Research Center, Università di Padova, Padova, PD 35121 IT（人类启发技术研究中心，帕多瓦大学，帕多瓦，PD 35121 IT） ； Vrije Universiteit Amsterdam, Amsterdam, Netherlands（阿姆斯特丹自由大学，阿姆斯特丹，荷兰） 纠错

专题命中 其他安全 ：safety(abstract)；分类 cs.LG

Dynamic Embedding of Hierarchical Visual Features for Efficient Vision-Language Fine-Tuning

Xinyu Wei, Guoli Yang, Jialu Zhou, Mingyue Yang, Leqian Li, Kedi Zhang, Chunping Qiu

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

The Impact of Annotator Personas on LLM Behavior Across the Perspectivism Spectrum

Olufunke O. Sarumi, Charles Welch, Daniel Braun, Jörg Schlötterer

机构 * University of Marburg（马尔堡大学） ； McMaster University（麦马斯特大学） ； University of Mannheim（曼海姆大学） 纠错

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

Comments Accepted at ICNLSP 2025, Odense, Denmark

Rethinking How AI Embeds and Adapts to Human Values: Challenges and Opportunities

Sz-Ting Tzeng, Frank Dignum

机构 * Ume University（乌梅大学） 纠错

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

Comments 7 pages, accepted at VALE 2025

LLM-based Human-like Traffic Simulation for Self-driving Tests

Wendi Li, Hao Wu, Han Gao, Bing Mao, Fengyuan Xu, Sheng Zhong

机构 * National Key Lab for Novel Software Technology, Nanjing University（南京大学新型软件技术国家重点实验室） 纠错

专题命中 其他安全 ：safety(abstract)；分类 cs.AI

GoalfyMax: A Protocol-Driven Multi-Agent System for Intelligent Experience Entities

Siyi Wu, Zeyu Wang, Xinyuan Song, Zhengpeng Zhou, Lifan Sun, Tianyu Shi

专题命中 其他安全 ：safety(abstract)；分类 cs.CL

Comments The author information is incorrect, some contributors are not included, and the submission has not been approved by all authors

DecisionFlow: Advancing Large Language Model as Principled Decision Maker

Xiusi Chen, Shanyong Wang, Cheng Qian, Hongru Wang, Peixuan Han, Heng Ji

机构 * University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

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

Comments EMNLP 2025 Findings; 25 pages, 15 figures

SensorLLM: Aligning Large Language Models with Motion Sensors for Human Activity Recognition

Zechen Li, Shohreh Deldari, Linyao Chen, Hao Xue, Flora D. Salim

机构 * University of New South Wales（新南威尔士大学） ； University of Tokyo（东京大学） 纠错

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

Comments Accepted by EMNLP 2025 Main Conference

Latent Graph Learning in Generative Models of Neural Signals

Nathan X. Kodama, Kenneth A. Loparo

机构 * Case Western Reserve University（凯斯西储大学） 纠错

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

DecoMind: A Generative AI System for Personalized Interior Design Layouts

Reema Alshehri, Rawan Alotaibi, Leen Almasri, Rawan Altaweel

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

Comments ~7 pages; ~32 figures; compiled with pdfLaTeX. Primary category: cs.CV. (Secondary: cs.AI)

TRUCE-AV: A Multimodal dataset for Trust and Comfort Estimation in Autonomous Vehicles

Aditi Bhalla, Christian Hellert, Enkelejda Kasneci, Nastassja Becker

专题命中 其他安全 ：safety(abstract)

Constrained Prompt Enhancement for Improving Zero-Shot Generalization of Vision-Language Models

Xiaojie Yin, Qilong Wang, Qinghua Hu

机构 * Tianjin University（天津大学） 纠错

专题命中 其他安全 ：alignment(abstract)

Align 3D Representation and Text Embedding for 3D Content Personalization

Qi Song, Ziyuan Luo, Ka Chun Cheung, Simon See, Renjie Wan

机构 * Department of Computer Science（计算机科学系） ； Hong Kong Baptist University（香港 Baptist 大学） ； NVIDIA AI Technology Center（NVIDIA AI 技术中心） ； NVIDIA 纠错

专题命中 其他安全 ：alignment(abstract)

CurveFlow: Curvature-Guided Flow Matching for Image Generation

Yan Luo, Drake Du, Hao Huang, Yi Fang, Mengyu Wang

专题命中 其他安全 ：alignment(abstract)

Pixel Perfect MegaMed: A Megapixel-Scale Vision-Language Foundation Model for Generating High Resolution Medical Images

Zahra TehraniNasab, Hujun Ni, Amar Kumar, Tal Arbel

机构 * McGill University（麦吉尔大学） ； MILA-Quebec AI Institute（魁北克AI研究所） 纠错

专题命中 其他安全 ：alignment(abstract)

FlowDubber: Movie Dubbing with LLM-based Semantic-aware Learning and Flow Matching based Voice Enhancing

Gaoxiang Cong, Liang Li, Jiadong Pan, Zhedong Zhang, Amin Beheshti, Anton van den Hengel, Yuankai Qi, Qingming Huang

机构 * Institute of Computing Technology, Chinese Academy of Sciences \& University of Chinese Academy of Sciences Beijing China ； Institute of Computing Technology, Chinese Academy of Sciences Beijing China ； Hangzhou Dianzi University Hangzhou China ； Macquarie University Sydney Australia ； University of Adelaide Adelaide Australia ； University of Chinese Academy of Sciences Beijing China ； Institute of Computing Technology, Chinese Academy of Sciences \& University of Chinese Academy of Sciences ； Institute of Computing Technology, Chinese Academy of Sciences ； Hangzhou Dianzi University ； Macquarie University ； University of Adelaide ； University of Chinese Academy of Sciences 纠错

专题命中 其他安全 ：alignment(abstract)