语言大模型 / LLM - arXivDaily 专题

2510.18395 2025-10-22 cs.AI 88%

Memory-Augmented State Machine Prompting: A Novel LLM Agent Framework for Real-Time Strategy Games

Runnan Qi, Yanan Ni, Lumin Jiang, Zongyuan Li, Kuihua Huang, Xian Guo

机构 * National University of Defense Technology（国防科技大学）； Nankai University（南开大学）

专题命中长上下文与记忆：LLM(title,abstract)；prompting(title,abstract)；分类 cs.AI

Comments 10 pages, 4 figures, 1 table, 1 algorithm. Submitted to conference

2509.06436 2025-10-22 cs.AI 88%

Tree of Agents: Improving Long-Context Capabilities of Large Language Models through Multi-Perspective Reasoning

Song Yu, Xiaofei Xu, Ke Deng, Li Li, Lin Tian

机构 * School of Computer and Information Science, Southwest University（西南大学计算机与信息科学学院）； School of Information Technology, Murdoch University（默多克大学信息科技学院）； School of Computing Technologies, RMIT University（皇家墨尔本理工大学计算技术学院）； University of Technology Sydney（悉尼技术大学）

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Comments 19 pages, 5 figures

2503.23804 2025-10-22 cs.CR cs.CL cs.IR cs.MA 85%

DrunkAgent: Stealthy Memory Corruption in LLM-Powered Recommender Agents

Shiyi Yang, Zhibo Hu, Xinshu Li, Chen Wang, Tong Yu, Xiwei Xu, Liming Zhu, Lina Yao

机构 * The University of New South Wales（新南威尔士大学）； Macquarie University（麦考瑞大学）； Adobe Research（Adobe研究）

专题命中长上下文与记忆：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

2510.18121 2025-10-22 cs.LG cs.DC 83%

Efficient Long-context Language Model Training by Core Attention Disaggregation

Yonghao Zhuang, Junda Chen, Bo Pang, Yi Gu, Yibo Zhu, Yimin Jiang, Ion Stoica, Eric Xing, Hao Zhang

专题命中长上下文与记忆：language model(title,abstract)；large language model(abstract)；分类 cs.LG

2510.17800 2025-10-22 cs.CV cs.CL cs.LG 82%

Glyph: Scaling Context Windows via Visual-Text Compression

Jiale Cheng, Yusen Liu, Xinyu Zhang, Yulin Fei, Wenyi Hong, Ruiliang Lyu, Weihan Wang, Zhe Su, Xiaotao Gu, Xiao Liu, Yushi Bai, Jie Tang, Hongning Wang, Minlie Huang

机构 * The Conversational Artificial Intelligence (CoAI) Group, Tsinghua University（清华大学对话人工智能（CoAI）小组）； Zhipu AI（智谱AI）； The Knowledge Engineering Group (KEG), Tsinghua University（清华大学知识工程小组（KEG））

专题命中长上下文与记忆：LLM(abstract)；large language model(abstract)；language model(abstract)；SFT(abstract)

2510.17896 2025-10-22 cs.LG cs.AI 79%

Long-Context Attention Benchmark: From Kernel Efficiency to Distributed Context Parallelism

Tao Bu, Qiangang Wang, Bowen Zeng, Hanwen Sun, Yunpeng Huang, Chun Cao, Jingwei Xu

机构 * State Key Laboratory for Novel Software Technology, Nanjing University, China（南京大学新型软件技术国家重点实验室）； Zhejiang University, China（浙江大学）； Peking University, China（北京大学）

专题命中长上下文与记忆：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Comments 56 pages

1. 长上下文与记忆 6 篇