大模型对齐与安全

How Brittle is Agent Safety? Rethinking Agent Risk under Intent Concealment and Task Complexity

Zihan Ma, Dongsheng Zhu, Shudong Liu, Taolin Zhang, Junnan Liu, Qingqiu Li, Minnan Luo, Songyang Zhang, Kai Chen

机构 * School of Computer Science and Technology Xi’an Jiaotong University China（西安交通大学计算机科学与技术学院） ； Shanghai AI Laboratory（上海人工智能实验室） ； MOE KLINNS Lab Xi’an Jiaotong University China（西安交通大学教育部KLINNS实验室） 纠错

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

Enrich-on-Graph: Query-Graph Alignment for Complex Reasoning with LLM Enriching

Songze Li, Zhiqiang Liu, Zhengke Gui, Huajun Chen, Wen Zhang

机构 * Zhejiang University（浙江大学） ； Ant Group（蚂蚁集团） ； ZJU-Ant Group Joint Lab of Knowledge Graph（浙江大学-蚂蚁集团知识图谱联合实验室） 纠错

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

Journal ref EMNLP 2025, pages 7683-7703

Bridged Semantic Alignment for Zero-shot 3D Medical Image Diagnosis

Haoran Lai, Zihang Jiang, Qingsong Yao, Rongsheng Wang, Zhiyang He, Xiaodong Tao, Weifu Lv, Wei Wei, S. Kevin Zhou

机构 * University of Science and Technology of China（中国科学技术大学） ； Suzhou Institute for Advanced Research（苏州先进研究所） ； Stanford University（斯坦福大学） ； iFlytek Co. Ltd.（iFlytek公司） ； The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, USTC（中国科学技术大学第一附属医院） 纠错

专题命中 安全评测 ：alignment(title,abstract)

Selection of LLM Fine-Tuning Data based on Orthogonal Rules

Xiaomin Li, Mingye Gao, Zhiwei Zhang, Chang Yue, Hong Hu

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

NOTAM-Evolve: A Knowledge-Guided Self-Evolving Optimization Framework with LLMs for NOTAM Interpretation

Maoqi Liu, Quan Fang, Yuhao Wu, Can Zhao, Yang Yang, Kaiquan Cai

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

Comments Accepted to AAAI 2026

Revisiting NLI: Towards Cost-Effective and Human-Aligned Metrics for Evaluating LLMs in Question Answering

Sai Shridhar Balamurali, Lu Cheng

机构 * University of Illinois at Chicago（伊利诺伊大学香槟分校） 纠错

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

Revisiting Network Traffic Analysis: Compatible network flows for ML models

João Vitorino, Daniela Pinto, Eva Maia, Ivone Amorim, Isabel Praça

机构 * GECAD, ISEP, Polytechnic of Porto（GECAD、ISEP、波尔图理工大学） 纠错

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

Comments 16 pages, 12 tables, 1 figure, FPS 2025 conference

Beyond the Pixels: VLM-based Evaluation of Identity Preservation in Reference-Guided Synthesis

Aditi Singhania, Krutik Malani, Riddhi Dhawan, Arushi Jain, Garv Tandon, Nippun Sharma, Souymodip Chakraborty, Vineet Batra, Ankit Phogat

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

Design, Results and Industry Implications of the World's First Insurance Large Language Model Evaluation Benchmark

Hua Zhou, Bing Ma, Yufei Zhang, Yi Zhao

专题命中 安全评测 ：safety(abstract)；分类 cs.CL

Comments 16 pages, 11 models,1 set of evaluation framework,5 core dimensions, 54 sub-indicators, 14,430 high-quality questions

Selective Diabetic Retinopathy Screening with Accuracy-Weighted Deep Ensembles and Entropy-Guided Abstention

Jophy Lin

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

SWE-Compass: Towards Unified Evaluation of Agentic Coding Abilities for Large Language Models

Jingxuan Xu, Ken Deng, Weihao Li, Songwei Yu, Huaixi Tang, Haoyang Huang, Zhiyi Lai, Zizheng Zhan, Yanan Wu, Chenchen Zhang, Kepeng Lei, Yifan Yao, Xinping Lei, Wenqiang Zhu, Zongxian Feng, Han Li, Junqi Xiong, Dailin Li, Zuchen Gao, Kun Wu, Wen Xiang, Ziqi Zhan, Yuanxing Zhang, Wuxuan Gong, Ziyuan Gao, Guanxiang Wang, Yirong Xue, Mengtong Li, Mengfei Xie, Xiaojiang Zhang, Jinghui Wang, Wenhao Zhuang, Zheng Lin, Huiming Wang, Zhaoxiang Zhang, Yuqun Zhang, Haotian Zhang, Bin Chen, Jiaheng Liu

机构 * Kuaishou Technology（快手科技） ； Nanjing University（南京大学） 纠错

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

AXIS: Explainable Time Series Anomaly Detection with Large Language Models

Tian Lan, Hao Duong Le, Jinbo Li, Wenjun He, Meng Wang, Chenghao Liu, Chen Zhang

机构 * Huawei（华为） 纠错

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

LLM-based Relevance Assessment for Web-Scale Search Evaluation at Pinterest

Han Wang, Alex Whitworth, Pak Ming Cheung, Zhenjie Zhang, Krishna Kamath

机构 * Pinterest（Pininterest） 纠错

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

Comments RecSys 2025 EARL Workshop

A Multi-Agent Conversational Bandit Approach to Online Evaluation and Selection of User-Aligned LLM Responses

Xiangxiang Dai, Yuejin Xie, Maoli Liu, Xuchuang Wang, Zhuohua Li, Huanyu Wang, John C. S. Lui

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

Comments Accepted by AAAI 2026

JaxRobotarium: Training and Deploying Multi-Robot Policies in 10 Minutes

Shalin Anand Jain, Jiazhen Liu, Siva Kailas, Harish Ravichandar

机构 * Georgia Institute of Technology（佐治亚理工学院） 纠错

专题命中 安全评测 ：safety(abstract)；分类 cs.LG

Comments 22 pages, 14 figures, 10 tables. https://github.com/GT-STAR-Lab/JaxRobotarium. Manuscript accepted for publication at the 9th Conference on Robot Learning (CoRL 2025), Seoul, Korea

VectorSynth: Fine-Grained Satellite Image Synthesis with Structured Semantics

Daniel Cher, Brian Wei, Srikumar Sastry, Nathan Jacobs

机构 * Washington University in St. Louis（华盛顿大学圣路易斯分校） 纠错

专题命中 安全评测 ：alignment(abstract)