语言大模型 / LLM

Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS

Bingyu Yan, Ziyi Zhou, Xiaoming Zhang, Chaozhuo Li, Ruilin Zeng, Yirui Qi, Tianbo Wang, Litian Zhang

专题命中 后训练与偏好优化 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；preference optimization(abstract)

Energy-Based Reward Models for Robust Language Model Alignment

Anamika Lochab, Ruqi Zhang

机构 * Department of Computer Science（计算机科学系） ； Purdue University（普渡大学） 纠错

专题命中 后训练与偏好优化 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL、cs.LG

Comments Accepted by COLM 2025

RIVAL: Reinforcement Learning with Iterative and Adversarial Optimization for Machine Translation

Tianjiao Li, Mengran Yu, Chenyu Shi, Yanjun Zhao, Xiaojing Liu, Qiang Zhang, Qi Zhang, Xuanjing Huang, Jiayin Wang

机构 * Bilibili Inc.（哔哩哔哩公司） ； Xi’an Jiaotong University（西安交通大学） ； School of Computer Science, Fudan University（复旦大学计算机科学学院） 纠错

专题命中 后训练与偏好优化 ：LLM(abstract)；large language model(abstract)；language model(abstract)；RLHF(abstract)

SMART-Editor: A Multi-Agent Framework for Human-Like Design Editing with Structural Integrity

Ishani Mondal, Meera Bharadwaj, Ayush Roy, Aparna Garimella, Jordan Lee Boyd-Graber

专题命中 后训练与偏好优化 ：preference optimization(abstract)；分类 cs.CL、cs.AI

Comments This requires some internal approval before the public release

FlowBack-Adjoint: Physics-Aware and Energy-Guided Conditional Flow-Matching for All-Atom Protein Backmapping

Alex Berlaga, Michael S. Jones, Andrew L. Ferguson

专题命中 后训练与偏好优化 ：post-training(abstract)