大模型对齐与安全

MEReQ: Max-Ent Residual-Q Inverse RL for Sample-Efficient Alignment from Intervention

Yuxin Chen, Chen Tang, Jianglan Wei, Chenran Li, Ran Tian, Xiang Zhang, Wei Zhan, Peter Stone, Masayoshi Tomizuka

专题命中 安全训练 ：alignment(title,abstract)；分类 cs.AI、cs.LG

Out-of-Distribution Detection for Safety Assurance of AI and Autonomous Systems

Victoria J. Hodge, Colin Paterson, Ibrahim Habli

机构 * Department of Computer Science University of York（计算机科学系约克大学） 纠错

专题命中 安全训练 ：safety(title,abstract)；分类 cs.AI

RSafe: Incentivizing proactive reasoning to build robust and adaptive LLM safeguards

Jingnan Zheng, Xiangtian Ji, Yijun Lu, Chenhang Cui, Weixiang Zhao, Gelei Deng, Zhenkai Liang, An Zhang, Tat-Seng Chua

专题命中 安全训练 ：alignment(abstract)；safety(abstract)；jailbreak(abstract)；分类 cs.AI

Journal ref 39th Conference on Neural Information Processing Systems (NeurIPS 2025). 39th Conference on Neural Information Processing Systems (NeurIPS 2025). 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

ScoreMix: Synthetic Data Generation by Score Composition in Diffusion Models Improves Recognition

Parsa Rahimi, Sebastien Marcel

机构 * EPFL（苏黎世联邦理工学院） ； Idiap（日内瓦智能感知研究院） 纠错

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

Comments Extended version of ICMLw25 Oral

HYPE: Hybrid Planning with Ego Proposal-Conditioned Predictions

Hang Yu, Julian Jordan, Julian Schmidt, Silvan Lindner, Alessandro Canevaro, Wilhelm Stork

机构 * Mercedes-Benz AG, Research & Development（梅赛德斯-奔驰集团，研发部） ； Karlsruhe Institute of Technology, ITIV（卡尔斯鲁厄理工学院，ITIV） ； University of Tübingen（图宾根大学） 纠错

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

Comments Accepted to IEEE ITSC 2025