大模型对齐与安全

Rethinking the Evaluation of Alignment Methods: Insights into Diversity, Generalisation, and Safety

Denis Janiak, Julia Moska, Dawid Motyka, Karolina Seweryn, Paweł Walkowiak, Bartosz Żuk, Arkadiusz Janz

机构 * Wroclaw University of Science and Technology (WUST)（沃拉布大学科学与技术学院） ； National Research Institute (NASK)（国家研究 institute） ； Institute of Computer Science, Polish Academy of Sciences (IPI PAN)（波兰科学院计算机科学研究所） 纠错

专题命中 安全评测 ：alignment(title,abstract)；safety(title,abstract)；DPO(abstract)；分类 cs.CL、cs.LG

Evaluating LLM Alignment on Personality Inference from Real-World Interview Data

Jianfeng Zhu, Julina Maharjan, Xinyu Li, Karin G. Coifman, Ruoming Jin

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

Comments 8 pages, 3 figures

Towards Trustworthy Agentic IoEV: AI Agents for Explainable Cyberthreat Mitigation and State Analytics

Meryem Malak Dif, Mouhamed Amine Bouchiha, Abdelaziz Amara Korba, Yacine Ghamri-Doudane

机构 * L3i - La Rochelle University, La Rochelle, France（L3i - 拉罗谢尔大学） 纠错

专题命中 安全评测 ：trustworthy(title)；分类 cs.AI、cs.LG

Comments 10 pages, 7 figures, Accepted at LCN'25

Deep Generative and Discriminative Digital Twin endowed with Variational Autoencoder for Unsupervised Predictive Thermal Condition Monitoring of Physical Robots in Industry 6.0 and Society 6.0

Eric Guiffo Kaigom

机构 * Department of Computer Science \& Engineering, Frankfurt University of Applied Sciences, Frankfurt a.M., Germany (e-mail: ). 纠错

专题命中 安全评测 ：safety(abstract)；分类 cs.AI、cs.LG

Comments $©$ 2025 the authors. This work has been accepted to the to the 10th IFAC Symposium on Mechatronic Systems & 14th IFAC Symposium on Robotics July 15-18, 2025 || Paris, France for publication under a Creative Commons Licence CC-BY-NC-ND

Quantum-Inspired Stacked Integrated Concept Graph Model (QISICGM) for Diabetes Risk Prediction

Kenneth G. Young

机构 * II (September 12, 2025)（II） 纠错

专题命中 安全评测 ：trustworthy(abstract)；分类 cs.AI、cs.LG

Comments 13 pages, 3 figures, includes performance tables and visualizations. Proposes a Quantum-Inspired Stacked Integrated Concept Graph Model (QISICGM) that integrates phase feature mapping, self-improving concept graphs, and neighborhood sequence modeling within a stacked ensemble. Demonstrates improved F1 and AUC on an augmented PIMA Diabetes dataset with efficient CPU inference

GBV-SQL: Guided Generation and SQL2Text Back-Translation Validation for Multi-Agent Text2SQL

Daojun Chen, Xi Wang, Shenyuan Ren, Qingzhi Ma, Pengpeng Zhao, An Liu

专题命中 安全评测 ：alignment(abstract)；分类 cs.AI

Does Language Model Understand Language?

Suvojit Acharjee, Utathya Aich, Asfak Ali

机构 * Institute of Engineering and Management（工程与管理研究所） ； Jadavpur University（贾达沃大学） 纠错

专题命中 安全评测 ：alignment(abstract)；分类 cs.CL

Enhancing Automated Loop Invariant Generation for Complex Programs with Large Language Models

Ruibang Liu, Minyu Chen, Ling-I Wu, Jingyu Ke, Guoqiang Li

机构 * Shanghai Jiao Tong University（上海交通大学） 纠错

专题命中 安全评测 ：trustworthy(abstract)；分类 cs.AI

Comments 26 pages, 11 figures

Spotting the Unfriendly Robot -- Towards better Metrics for Interactions

Raphael Wenzel, Malte Probst

机构 * Honda Research Institute Europe GmbH（本田欧洲研究院） 纠错

专题命中 安全评测 ：safety(abstract)

Comments Presented at 2025 IEEE Conference on Robotics and Automation (ICRA) Workshop: Advances in Social Navigation: Planning, HRI and Beyond

Evaluating Robustness of Vision-Language Models Under Noisy Conditions

Purushoth, Alireza

机构 * University of Nevada Reno（内华达大学拉斯维加斯分校） 纠错

专题命中 安全评测 ：alignment(abstract)

Leveraging Geometric Priors for Unaligned Scene Change Detection

Ziling Liu, Ziwei Chen, Mingqi Gao, Jinyu Yang, Feng Zheng

机构 * Southern University of Science and Technology（南方科技大学） ； University of Sheffield（谢菲尔德大学） ； Spatialtemporal AI（时空AI） 纠错

专题命中 安全评测 ：alignment(abstract)