大模型对齐与安全

GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation

Qianheng Zhang, Song Gao, Chen Wei, Yibo Zhao, Ying Nie, Ziru Chen, Shijie Chen, Yu Su, Huan Sun

机构 * University of Wisconsin-Madison（威斯康星大学麦迪逊分校） ； The Ohio State University（俄亥根州立大学） 纠错

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

Comments 34 pages, 8 figures

Journal ref Transactions in GIS, 2025

Multi-IaC-Eval: Benchmarking Cloud Infrastructure as Code Across Multiple Formats

Sam Davidson, Li Sun, Bhavana Bhasker, Laurent Callot, Anoop Deoras

机构 * Amazon Web Services（亚马逊网络服务） 纠错

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

Synth-SBDH: A Synthetic Dataset of Social and Behavioral Determinants of Health for Clinical Text

Avijit Mitra, Zhichao Yang, Emily Druhl, Raelene Goodwin, Hong Yu

机构 * Manning College of Information and Computer Sciences, University of Massachusetts Amherst（马萨诸塞大学阿姆赫斯特分校信息与计算机科学学院） ； U.S. Department of Veterans Affairs（美国退伍军人事务部） ； Department of Medicine, University of Massachusetts Chan Medical School（马萨诸塞大学查恩医学院医学部） ； Miner School of Computer and Information Sciences, University of Massachusetts Lowell（马萨诸塞大学洛厄尔分校米纳尔计算机与信息科学学院） 纠错

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

Comments Accepted at EMNLP 2025 (main) Github: https://github.com/avipartho/Synth-SBDH

A Literature Review of Literature Reviews in Pattern Analysis and Machine Intelligence

Penghai Zhao, Xin Zhang, Jiayue Cao, Ming-Ming Cheng, Jian Yang, Xiang Li

机构 * VCIP, CS, Nankai University, Tianjin 300000 , China（VCIP、计算机科学系、南开大学、天津） 纠错

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

Comments V2, V3, and V4 with incremental quality improvements. V5, V6 introduce major updates

Large Language Models for Next-Generation Wireless Network Management: A Survey and Tutorial

Bisheng Wei, Ruihong Jiang, Ruichen Zhang, Yinqiu Liu, Dusit Niyato, Yaohua Sun, Yang Lu, Yonghui Li, Shiwen Mao, Chau Yuen, Marco Di Renzo, Mugen Peng

专题命中 安全评测 ：trustworthy(abstract)

REVEAL -- Reasoning and Evaluation of Visual Evidence through Aligned Language

Ipsita Praharaj, Yukta Butala, Badrikanath Praharaj, Yash Butala

机构 * Carnegie Mellon University（卡内基梅隆大学） ； VIT Bhopal（维捷商学院） 纠错

专题命中 安全评测 ：alignment(abstract)

Comments 4 pages, 6 figures, International Conference on Computer Vision, ICCV 2025

FACEGroup: Feasible and Actionable Counterfactual Explanations for Group Fairness

Christos Fragkathoulas, Vasiliki Papanikou, Evaggelia Pitoura, Evimaria Terzi

机构 * University of Ioannina（伊奥安纳大学） ； Archimedes, Athena Research Center（阿基米德研究所） ； Boston University（波士顿大学） 纠错

专题命中 AI治理与伦理 ：trustworthy(abstract)；分类 cs.AI、cs.LG

Comments ECML PKDD 2025

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives

Sarah H. Cen, Salil Goyal, Zaynah Javed, Ananya Karthik, Percy Liang, Daniel E. Ho

机构 * Stanford University（斯坦福大学） 纠错

专题命中 AI治理与伦理 ：safety(abstract)；分类 cs.CY、cs.LG

Comments 34 pages, 13 figures

Sovereign AI for 6G: Towards the Future of AI-Native Networks

Swarna Bindu Chetty, David Grace, Simon Saunders, Paul Harris, Eirini Eleni Tsiropoulou, Tony Quek, Hamed Ahmadi

专题命中 AI治理与伦理 ：safety(abstract)

Self-Alignment: Improving Alignment of Cultural Values in LLMs via In-Context Learning

Rochelle Choenni, Ekaterina Shutova

机构 * University of Amsterdam（阿姆斯特丹大学） 纠错

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

MedualTime: A Dual-Adapter Language Model for Medical Time Series-Text Multimodal Learning

Jiexia Ye, Weiqi Zhang, Ziyue Li, Jia Li, Meng Zhao, Fugee Tsung

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； The Hong Kong University of Science and Technology（香港科技大学） ； Technical University of Munich（慕尼黑技术大学） ； Columbia University（哥伦比亚大学） 纠错

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

Comments 9 pages, 6 figure, 3 tables

Journal ref IJCAI 2025 main conference

AnyGPT: Unified Multimodal LLM with Discrete Sequence Modeling

Jun Zhan, Junqi Dai, Jiasheng Ye, Yunhua Zhou, Dong Zhang, Zhigeng Liu, Xin Zhang, Ruibin Yuan, Ge Zhang, Linyang Li, Hang Yan, Jie Fu, Tao Gui, Tianxiang Sun, Yu-Gang Jiang, Xipeng Qiu

机构 * Fudan University（复旦大学） ； Multimodal Art Projection Research Community（多模态艺术投影研究社区） ； Shanghai AI Laboratory（上海人工智能实验室） 纠错

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

Comments 28 pages, 16 figures, under review, work in progress

Tackling the Noisy Elephant in the Room: Label Noise-robust Out-of-Distribution Detection via Loss Correction and Low-rank Decomposition

Tarhib Al Azad, Shahana Ibrahim

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系） ； University of Central Florida（中央佛罗里达大学） 纠错

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

Multimodal Latent Fusion of ECG Leads for Early Assessment of Pulmonary Hypertension

Mohammod N. I. Suvon, Shuo Zhou, Prasun C. Tripathi, Wenrui Fan, Samer Alabed, Bishesh Khanal, Venet Osmani, Andrew J. Swift, Chen, Chen, Haiping Lu

机构 * School of Computer Science, University of Sheffield（谢菲尔德大学计算机科学学院） ； Centre for Machine Intelligence, University of Sheffield（谢菲尔德大学智能中心） ； Department of Electrical & Computer Science Engineering, IITRAM Ahmedabad（印度阿赫迈德亚布德IITRAM电子与计算机科学工程系） ； Digital Environment Research Institute, Queen Mary University of London（伦敦玛丽女王大学数字环境研究院） ； Nepal Applied Mathematics and Informatics Institute for research (NAAMII), Nepal（尼泊尔应用数学与信息技术研究所） ； Department of Computing, Imperial College London（伦敦帝国学院计算机系） ； School of Medicine and Population Health, University of Sheffield（谢菲尔德大学医学与人口健康学院） ； Department of Clinical Radiology, Sheffield Teaching Hospitals（谢菲尔德教学医院放射科） ； National Institute for Health and Care Research (NIHR), Sheffield Biomedical Research Centre（英国国家健康与护理研究所（NIHR）谢菲尔德生物医学研究中心） 纠错

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

DispFormer: A Pretrained Transformer Incorporating Physical Constraints for Dispersion Curve Inversion

Feng Liu, Bao Deng, Rui Su, Lei Bai, Wanli Ouyang

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

Comments 20 pages, 12 figures, related codes and data are available at https://github.com/liufeng2317/DispFormer

Journal ref Journal of Geophysical Research: Machine Learning and Computation, 2, e2025JH000648 (2025)

Mobile Phone Sensor-based Nigerian Driving Dataset to Detect Alcohol-influenced Behaviours

Iniakpokeikiye Peter Thompson, Yi Dewei, Reiter Ehud

专题命中 其他安全 ：safety(abstract)；分类 cs.CY

Comments The article has 4 tables and 3 figures

Image Segmentation with Large Language Models: A Survey with Perspectives for Intelligent Transportation Systems

Sanjeda Akter, Ibne Farabi Shihab, Anuj Sharma

机构 * Department of Computer Science, Iowa State University, Ames, IA, USA（Iowa State University） ； Department of Civil, Construction and Environmental Engineering, Iowa State University, Ames, IA, USA（Iowa State University） 纠错

专题命中 其他安全 ：safety(abstract)；分类 cs.AI

Embodied Hazard Mitigation using Vision-Language Models for Autonomous Mobile Robots

Oluwadamilola Sotomi, Devika Kodi, Kiruthiga Chandra Shekar, Aliasghar Arab

机构 * Department of Mechanical and Aerospace Engineering, Tandon School of Engineering, New York University（机械与航空航天工程系，坦顿工程学院，纽约大学） ； GenAuto.ai by General Autonomy Inc.（General Autonomy Inc. 的 GenAuto.ai） 纠错

专题命中 其他安全 ：safety(abstract)

The Reel Deal: Designing and Evaluating LLM-Generated Short-Form Educational Videos

Lazaros Stavrinou, Argyris Constantinides, Marios Belk, Vasos Vassiliou, Fotis Liarokapis, Marios Constantinides

专题命中 其他安全 ：alignment(abstract)

Comments 9 pages, 3 figures, 1 table

Learning the Optimal Hydrodynamic Closure

Florian Kogelbauer, Candi Zheng, Ilya Karlin

专题命中 其他安全 ：alignment(abstract)

Aligning Requirement for Large Language Model's Code Generation

Zhao Tian, Junjie Chen

专题命中 其他安全 ：alignment(abstract)

Comments Accepted by ICSE 2026

Osprey: Pixel Understanding with Visual Instruction Tuning

Yuqian Yuan, Wentong Li, Jian Liu, Dongqi Tang, Xinjie Luo, Chi Qin, Lei Zhang, Jianke Zhu

机构 * Zhejiang University（浙江大学） ； Ant Group（蚂蚁集团） ； Microsoft（微软） ； The HongKong Polytechnical University（香港理工大学） 纠错

专题命中 其他安全 ：alignment(abstract)

Comments CVPR2024, Code and Demo link:https://github.com/CircleRadon/Osprey