大模型对齐与安全

PROPS: Progressively Private Self-alignment of Large Language Models

PROPS: 大型语言模型的逐步隐私自对齐

Noel Teku, Fengwei Tian, Payel Bhattacharjee, Souradip Chakraborty, Amrit Singh Bedi, Ravi Tandon

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

AI总结 PROPS通过多阶段隐私保护对齐框架，在保护偏好标签隐私的同时提升LLM对齐效果，实现更高的胜率。

Comments Accepted in the Transactions on Machine Learning Research (TMLR), 2025

Journal ref Transactions on ML Research (TMLR) 2025

PathMind: A Retrieve-Prioritize-Reason Framework for Knowledge Graph Reasoning with Large Language Models

PathMind: 一种基于大语言模型的知识图谱推理检索-优先-推理框架

Yu Liu, Xixun Lin, Yanmin Shang, Yangxi Li, Shi Wang, Yanan Cao

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

AI总结 PathMind通过检索-优先-推理框架，提升大语言模型在知识图谱推理中的准确性和可解释性，尤其在复杂推理任务中表现优异。

Comments AAAI 2026, Long Paper, Oral