大模型对齐与安全

AdEval: Alignment-based Dynamic Evaluation to Mitigate Data Contamination in Large Language Models

Yang Fan

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

Comments There are serious academic problems in this paper, such as data falsification and plagiarism in the method of the paper

From Lab to Field: Real-World Evaluation of an AI-Driven Smart Video Solution to Enhance Community Safety

Shanle Yao, Babak Rahimi Ardabili, Armin Danesh Pazho, Ghazal Alinezhad Noghre, Christopher Neff, Lauren Bourque, Hamed Tabkhi

机构 * Department of Electrical and Computer Engineering, University of North Carolina at Charlotte（电气与计算机工程系，北卡罗来纳大学夏洛特分校） ； Department of Public Policy, University of North Carolina at Charlotte（公共政策系，北卡罗来纳大学夏洛特分校） 纠错

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

TT-XAI: Trustworthy Clinical Text Explanations via Keyword Distillation and LLM Reasoning

Kristian Miok, Blaz Škrlj, Daniela Zaharie, Marko Robnik Šikonja

机构 * Faculty of Computer and Information Science, University of Ljubljana, Slovenia（卢布尔雅那大学计算机与信息科学学院） ； ICAM - Advanced Environmental Research Institute, West University of Timisoara, Romania（蒂米șoara西大学先进环境研究所） ； Department of Computer Science, West University of Timisoara, Romania（蒂米șoa拉西大学计算机科学系） 纠错

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

Evaluating Podcast Recommendations with Profile-Aware LLM-as-a-Judge

Francesco Fabbri, Gustavo Penha, Edoardo D'Amico, Alice Wang, Marco De Nadai, Jackie Doremus, Paul Gigioli, Andreas Damianou, Oskar Stal, Mounia Lalmas

机构 * Spotify 纠错

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

Comments Accepted at RecSys '25

Securing Educational LLMs: A Generalised Taxonomy of Attacks on LLMs and DREAD Risk Assessment

Farzana Zahid, Anjalika Sewwandi, Lee Brandon, Vimal Kumar, Roopak Sinha

机构 * University of Waikato（怀卡托大学） ； Deakin University（迪金大学） 纠错

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

Objective Metrics for Evaluating Large Language Models Using External Data Sources

Haoze Du, Richard Li, Edward Gehringer

机构 * Department of Computer Science（计算机科学系） ； North Carolina State University（北卡罗来纳州立大学） 纠错

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

Comments This version of the paper is lightly revised from the EDM 2025 proceedings for the sake of clarity

Journal ref EDM 2025 Palermo, Italy, July, 2025, pp. 489-495. International Educational Data Mining Society (2025)

StyleTailor: Towards Personalized Fashion Styling via Hierarchical Negative Feedback

Hongbo Ma, Fei Shen, Hongbin Xu, Xiaoce Wang, Gang Xu, Jinkai Zheng, Liangqiong Qu, Ming Li

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

Comments 24pages, 5 figures

LayLens: Improving Deepfake Understanding through Simplified Explanations

Abhijeet Narang, Parul Gupta, Liuyijia Su, Abhinav Dhall

机构 * Monash University（墨尔本大学） 纠错

专题命中 安全评测 ：trustworthy(abstract)

Comments Accepted to ACM ICMI 2025 Demos

Making Teams and Influencing Agents: Efficiently Coordinating Decision Trees for Interpretable Multi-Agent Reinforcement Learning

Rex Chen, Stephanie Milani, Zhicheng Zhang, Norman Sadeh, Fei Fang

专题命中 安全评测 ：safety(abstract)

Comments 17 pages; 2 tables; 12 figures; accepted version, published at the 8th AAAI/ACM Conference on AI, Ethics and Society (AIES '25)

Dopamine Audiobook: A Training-free MLLM Agent for Emotional and Immersive Audiobook Generation

Yan Rong, Shan Yang, Chenxing Li, Dong Yu, Li Liu

专题命中 安全评测 ：alignment(abstract)