大模型对齐与安全

AlignDistil: Token-Level Language Model Alignment as Adaptive Policy Distillation

Songming Zhang, Xue Zhang, Tong Zhang, Bojie Hu, Yufeng Chen, Jinan Xu

机构 * Key Laboratory of Big Data & Artificial Intelligence in Transportation, (Beijing Jiaotong University), Ministry of Education（大数据与人工智能交通运输联合实验室，（北京交通大学）教育部） ； School of Computer Science and Technology, Beijing Jiaotong University, Beijing, China（计算机科学与技术学院，北京交通大学，北京，中国） ； Tencent Inc, China（腾讯公司，中国） 纠错

专题命中 偏好对齐 ：alignment(title,abstract)；RLHF(abstract)；DPO(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments ACL 2025 Main Conference, code available at: https://github.com/songmzhang/AlignDistil

Harnessing RLHF for Robust Unanswerability Recognition and Trustworthy Response Generation in LLMs

Shuyuan Lin, Lei Duan, Philip Hughes, Yuxuan Sheng

机构 * Sichuan University of Science and Engineering（四川理工学院） ； Zagazig University（扎加齐亚大学） 纠错

专题命中 偏好对齐 ：RLHF(title,abstract)；trustworthy(title)；分类 cs.CL

Koel-TTS: Enhancing LLM based Speech Generation with Preference Alignment and Classifier Free Guidance

Shehzeen Hussain, Paarth Neekhara, Xuesong Yang, Edresson Casanova, Subhankar Ghosh, Mikyas T. Desta, Roy Fejgin, Rafael Valle, Jason Li

机构 * NVIDIA Corporation（英伟达公司） 纠错

专题命中 偏好对齐 ：alignment(title,abstract)；分类 cs.AI、cs.LG

Journal ref ICML Workshop on Machine Learning for Audio, 2025

Enhancing Sequential Recommender with Large Language Models for Joint Video and Comment Recommendation

Bowen Zheng, Zihan Lin, Enze Liu, Chen Yang, Enyang Bai, Cheng Ling, Wayne Xin Zhao, Ji-Rong Wen

机构 * Renmin University of China（中国人民大学） ； Kuaishou Technology Co., Ltd.（快手科技有限公司） 纠错

专题命中 偏好对齐 ：alignment(abstract)；分类 cs.AI

Comments Accepted by RecSys2025