大模型对齐与安全 - arXivDaily 专题

2511.14017 2025-11-19 cs.LG cs.AI 73%

From Narrow Unlearning to Emergent Misalignment: Causes, Consequences, and Containment in LLMs

Erum Mushtaq, Anil Ramakrishna, Satyapriya Krishna, Sattvik Sahai, Prasoon Goyal, Kai-Wei Chang, Tao Zhang, Rahul Gupta

机构 * University of Southern California（南加州大学）； Amazon AGI（亚马逊人工智能实验室）

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

2508.03858 2025-11-19 cs.AI cs.ET cs.MA 70%

MI9: An Integrated Runtime Governance Framework for Agentic AI

Charles L. Wang, Trisha Singhal, Ameya Kelkar, Jason Tuo

机构 * Barclays, Model Risk Management（巴克莱银行，模型风险管理部门）； Columbia University（哥伦比亚大学）

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

2506.20606 2025-11-19 cs.CL 70%

Model Editing as a Double-Edged Sword: Steering Agent Ethical Behavior Toward Beneficence or Harm

Baixiang Huang, Zhen Tan, Haoran Wang, Zijie Liu, Dawei Li, Ali Payani, Huan Liu, Tianlong Chen, Kai Shu

专题命中 AI治理与伦理：alignment(abstract)；safety(abstract)；分类 cs.CL

Comments AAAI 2026 Oral. 14 pages (including appendix), 11 figures. Code, data, results, and additional resources are available at: https://model-editing.github.io

2511.10704 2025-11-19 cs.AI 70%

The Second Law of Intelligence: Controlling Ethical Entropy in Autonomous Systems

Samih Fadli

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

Comments 12 pages, 4 figures, 1 table, includes Supplementary Materials, simulation code on GitHub (https://github.com/AerisSpace/SecondLawIntelligence )

2511.14606 2025-11-19 cs.CL cs.LG 62%

Bridging Human and Model Perspectives: A Comparative Analysis of Political Bias Detection in News Media Using Large Language Models

Shreya Adrita Banik, Niaz Nafi Rahman, Tahsina Moiukh, Farig Sadeque

机构 * Department of Computer Science and Engineering, BRAC University（计算机科学与工程系，BRAC大学）

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

2508.18708 2025-11-19 cs.MA cs.AI cs.LG 62%

Skill-Aligned Fairness in Multi-Agent Learning for Collaboration in Healthcare

Promise Osaine Ekpo, Brian La, Thomas Wiener, Saesha Agarwal, Arshia Agrawal, Gonzalo Gonzalez-Pumariega, Lekan P. Molu, Angelique Taylor

机构 * Cornell Tech（康奈尔科技）； Microsoft Research（微软研究院）

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

2511.14693 2025-11-19 cs.CL 57%

Talk, Snap, Complain: Validation-Aware Multimodal Expert Framework for Fine-Grained Customer Grievances

Rishu Kumar Singh, Navneet Shreya, Sarmistha Das, Apoorva Singh, Sriparna Saha

专题命中 AI治理与伦理：alignment(abstract)；分类 cs.CL

Comments To be published in the Proceedings of the 40th Annual AAAI Conference on Artificial Intelligence (AAAI 2026 Special Track on AI for Social Impact )

2511.13865 2025-11-19 econ.GN cs.AI q-fin.EC 57%

Randomized Controlled Trials for Conditional Access Optimization Agent

James Bono, Beibei Cheng, Joaquin Lozano

机构 * Microsoft Corporation（微软公司）

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

1. AI治理与伦理 8 篇